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Unsupervised feature selection via multiple graph fusion and feature weight learning
Tang, Chang; Zheng, Xiao; Zhang, Wei; Liu, Xinwang; Zhu, Xinzhong; Zhu, En
Sci China Inf Sci, 2023, 66(5): 152101
Keywords: unsupervised feature selection; graph fusion; feature weight learning; local structure preservation
Cite as: Tang C, Zheng X, Zhang W, et al. Unsupervised feature selection via multiple graph fusion and feature weight learning. Sci China Inf Sci, 2023, 66(5): 152101, doi: 10.1007/s11432-022-3579-1
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Toward the third generation artificial intelligence
Zhang, Bo; Zhu, Jun; Su, Hang
Sci China Inf Sci, 2023, 66(2): 121101
Keywords: artificial intelligence; symbolism; connectionism; dual-space model; single-space model; triple-space model
Cite as: Zhang B, Zhu J, Su H. Toward the third generation artificial intelligence. Sci China Inf Sci, 2023, 66(2): 121101, doi: 10.1007/s11432-021-3449-x
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A survey on model-based reinforcement learning
Luo, Fan-Ming; Xu, Tian; Lai, Hang; Chen, Xiong-Hui; Zhang, Weinan; Yu, Yang
Sci China Inf Sci, 2024, 67(2): 121101
Keywords: reinforcement learning; model-based reinforcement learning; planning; model learning; model learning with reduced error; model usage
Cite as: Luo F-M, Xu T, Lai H, et al. A survey on model-based reinforcement learning. Sci China Inf Sci, 2024, 67(2): 121101, doi: 10.1007/s11432-022-3696-5
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Keywords: distributed learning system; federated learning; continual learning; model compression; error compensation
Cite as: Zhang Z, Zhang Y, Guo D, et al. Communication-efficient federated continual learning for distributed learning system with Non-IID data. Sci China Inf Sci, 2023, 66(2): 122102, doi: 10.1007/s11432-020-3419-4
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PyCIL: a Python toolbox for class-incremental learning
Zhou, Da-Wei; Wang, Fu-Yun; Ye, Han-Jia; Zhan, De-Chuan
Sci China Inf Sci, 2023, 66(9): 197101
Keywords: class-incremental learning; lifelong learning; continual learning; Learnware; open environment; catastrophic forgetting; model reuse
Cite as: Zhou D-W, Wang F-Y, Ye H-J, et al. PyCIL: a Python toolbox for class-incremental learning. Sci China Inf Sci, 2023, 66(9): 197101, doi: 10.1007/s11432-022-3600-y
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Deepwalk-aware graph convolutional networks
Jin, Taisong; Dai, Huaqiang; Cao, Liujuan; Zhang, Baochang; Huang, Feiyue; Gao, Yue; Ji, Rongrong
Sci China Inf Sci, 2022, 65(5): 152104
Keywords: graph; convolutional networks; global information; fusion; node classification
Cite as: Jin T S, Dai H Q, Cao L J, et al. Deepwalk-aware graph convolutional networks. Sci China Inf Sci, 2022, 65(5): 152104, doi: 10.1007/s11432-020-3318-5
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Robust cooperative multi-agent reinforcement learning via multi-view message certification
Yuan, Lei; Jiang, Tao; Li, Lihe; Chen, Feng; Zhang, Zongzhang; Yu, Yang
Sci China Inf Sci, 2024, 67(4): 142102
Keywords: multi-agent reinforcement learning; robust communication; adversarial training; multi-view learning; message certification
Cite as: Yuan L, Jiang T, Li L H, et al. Robust cooperative multi-agent reinforcement learning via multi-view message certification. Sci China Inf Sci, 2024, 67(4): 142102, doi: 10.1007/s11432-023-3853-y
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Geometric deep learning: progress, applications and challenges
Cao, Wenming; Zheng, Canta; Yan, Zhiyue; Xie, Weixin
Sci China Inf Sci, 2022, 65(2): 126101
Keywords: geometric deep learning; manifold deep learning; cnn; graph convolutional neural networks; high-dimensional information
Cite as: Cao W M, Zheng C T, Yan Z Y, et al. Geometric deep learning: progress, applications and challenges. Sci China Inf Sci, 2022, 65(2): 126101, doi: 10.1007/s11432-020-3210-2
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Learning from crowds with robust support vector machines
Yang, Wenjun; Li, Chaoqun; Jiang, Liangxiao
Sci China Inf Sci, 2023, 66(3): 132103
Keywords: vector machines crowdsourcing learning; ground truth inference; integrated labels; label noise; robust support
Cite as: Yang W J, Li C Q, Jiang L X. Learning from crowds with robust support vector machines. Sci China Inf Sci, 2023, 66(3): 132103, doi: 10.1007/s11432-020-3067-8
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Robust model selection for positive and unlabeled learning with constraints
Wei, Tong; Wang, Hai; Tu, Weiwei; Li, Yufeng
Sci China Inf Sci, 2022, 65(11): 212101
Keywords: positive and unlabeled learning; model selection; automated machine learning
Cite as: Wei T, Wang H, Tu W W, et al. Robust model selection for positive and unlabeled learning with constraints. Sci China Inf Sci, 2022, 65(11): 212101, doi: 10.1007/s11432-020-3167-1
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Learnware: small models do big
Zhou, Zhi-Hua; Tan, Zhi-Hao
Sci China Inf Sci, 2024, 67(1): 112102
Keywords: artificial intelligence; machine learning; learnware
Cite as: Zhou Z-H, Tan Z-H. Learnware: small models do big. Sci China Inf Sci, 2024, 67(1): 112102, doi: 10.1007/s11432-023-3823-6
Special Topic: Evolutionary Learning and Optimization
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An evolutionary multiobjective method based on dominance and decomposition for feature selection in classification
Liang, Jing; Zhang, Yuyang; Chen, Ke; Qu, Boyang; Yu, Kunjie; Yue, Caitong; Suganthan, Ponnuthurai Nagaratnam
Sci China Inf Sci, 2024, 67(2): 120101
Keywords: evolutionary algorithms; feature selection; multiobjective optimization; knowledge transfer; classification
Cite as: Liang J, Zhang Y Y, Chen K, et al. An evolutionary multiobjective method based on dominance and decomposition for feature selection in classification. Sci China Inf Sci, 2024, 67(2): 120101, doi: 10.1007/s11432-023-3864-6
Special Topic: Evolutionary Learning and Optimization
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Keywords: evolutionary reinforcement learning; evolutionary multi-objective optimization; load balance; cloud computing
Cite as: Yang P, Zhang L M, Liu H F, et al. Reducing idleness in financial cloud services via multi-objective evolutionary reinforcement learning based load balancer. Sci China Inf Sci, 2024, 67(2): 120102, doi: 10.1007/s11432-023-3895-3
Special Topic: Evolutionary Learning and Optimization
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Keywords: expensive optimization; unevaluated solutions; relation model; surrogate-assisted evolutionary algorithm
Cite as: Hao H, Zhang X Q, Zhou A M. Enhancing SAEAs with unevaluated solutions: a case study of relation model for expensive optimization. Sci China Inf Sci, 2024, 67(2): 120103, doi: 10.1007/s11432-023-3909-x
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ZOOpt: a toolbox for derivative-free optimization
Liu, Yu-Ren; Hu, Yi-Qi; Qian, Hong; Qian, Chao; Yu, Yang
Sci China Inf Sci, 2022, 65(10): 207101
Keywords: Derivative-free optimization; Hyper-parameter optimization; Non-convex optimization; Distributed optimization; Software
Cite as: Liu Y-R, Hu Y-Q, Qian H, et al. ZOOpt: a toolbox for derivative-free optimization. Sci China Inf Sci, 2022, 65(10): 207101, doi: 10.1007/s11432-021-3416-y
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Attribute augmented and weighted naive Bayes
Zhang, Huan; Jiang, Liangxiao; Li, Chaoqun
Sci China Inf Sci, 2022, 65(12): 222101
Keywords: naive Bayes; attribute augmentation; attribute weighting; attribute conditional independence; classification
Cite as: Zhang H, Jiang L X, Li C Q. Attribute augmented and weighted naive Bayes. Sci China Inf Sci, 2022, 65(12): 222101, doi: 10.1007/s11432-020-3277-0
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Keywords: network compression; network acceleration; filter pruning; knowledge transferred learning; knowledge distillation
Cite as: Guo L H, Chen D W, Jia K. Knowledge transferred adaptive filter pruning for CNN compression and acceleration. Sci China Inf Sci, 2022, 65(12): 229101, doi: 10.1007/s11432-020-3162-4
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Keywords: deep learning; transfer learning; domain adaptation; domain shift; self-supervised
Cite as: Sun H, Li M. Enhancing unsupervised domain adaptation by exploiting the conceptual consistency of multiple self-supervised tasks. Sci China Inf Sci, 2023, 66(4): 142101, doi: 10.1007/s11432-021-3535-2
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Incomplete multi-view clustering via local and global co-regularization
Liang, Jiye; Liu, Xiaolin; Bai, Liang; Cao, Fuyuan; Wang, Dianhui
Sci China Inf Sci, 2022, 65(5): 152105
Keywords: incompleteness; multi-view clustering; local clustering; global clustering; co-regularization
Cite as: Liang J Y, Liu X L, Bai L, et al. Incomplete multi-view clustering via local and global co-regularization. Sci China Inf Sci, 2022, 65(5): 152105, doi: 10.1007/s11432-020-3369-8
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Strongly adaptive online learning over partial intervals
Wan, Yuanyu; Tu, Wei-Wei; Zhang, Lijun
Sci China Inf Sci, 2022, 65(10): 202101
Keywords: online learning; strongly adaptive; changing environments; weighing method; regret bound
Cite as: Wan Y Y, Tu W-W, Zhang L J. Strongly adaptive online learning over partial intervals. Sci China Inf Sci, 2022, 65(10): 202101, doi: 10.1007/s11432-020-3273-9
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LAMDA-SSL: a comprehensive semi-supervised learning toolkit
Jia, Lin-Han; Guo, Lan-Zhe; Zhou, Zhi; Li, Yu-Feng
Sci China Inf Sci, 2024, 67(1): 117101
Keywords: semi-supervised learning; toolkit; Python; statistical learning; deep learning
Cite as: Jia L-H, Guo L-Z, Zhou Z, et al. LAMDA-SSL: a comprehensive semi-supervised learning toolkit. Sci China Inf Sci, 2024, 67(1): 117101, doi: 10.1007/s11432-022-3804-0
Special Focus on Theory and Applications of Models of Computation
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On book thickness parameterized by the vertex cover number
Liu, Yunlong; Chen, Jie; Huang, Jingui
Sci China Inf Sci, 2022, 65(4): 140603
Keywords: book thickness; vertex cover number; linear order; 1-page embedding graph; kernel
Cite as: Liu Y L, Chen J, Huang J G. On book thickness parameterized by the vertex cover number. Sci China Inf Sci, 2022, 65(4): 140603, doi: 10.1007/s11432-021-3405-x
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Example-guided stylized response generation in zero-shot setting
Bai, Guirong; He, Shizhu; Liu, Kang; Zhao, Jun
Sci China Inf Sci, 2022, 65(4): 149103
Keywords: example-guided; style; response generation; low-resource; zero-shot
Cite as: Bai G R, He S Z, Liu K, et al. Example-guided stylized response generation in zero-shot setting. Sci China Inf Sci, 2022, 65(4): 149103, doi: 10.1007/s11432-020-3212-x
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Design of a prediction system based on the dynamical feed-forward neural network
Guo, Xiaoxiang; Han, Weimin; Ren, Jingli
Sci China Inf Sci, 2023, 66(1): 112102
Keywords: prediction system; phase space reconstruction; topological equivalence; dynamical feed-forward neural network; integer constrained particle swarm optimization algorithm
Cite as: Guo X X, Han W M, Ren J L. Design of a prediction system based on the dynamical feed-forward neural network. Sci China Inf Sci, 2023, 66(1): 112102, doi: 10.1007/s11432-020-3402-9
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Keywords: optimizer; control model; phase trajectory; parameter adjustment; classification; dynamic performance
Cite as: Yao B Y, Li G Q, Wu W. State space representation and phase analysis of gradient descent optimizers. Sci China Inf Sci, 2023, 66(4): 142102, doi: 10.1007/s11432-022-3539-8
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Cy-CNN: cylinder convolution based rotation-invariant neural network for point cloud registration
Zhao, Hengwang; Liang, Zhidong; He, Yuesheng; Wang, Chunxiang; Yang, Ming
Sci China Inf Sci, 2023, 66(5): 152102
Keywords: deep learning; point cloud registration; rotation invariant; computer vision
Cite as: Zhao H W, Liang Z D, He Y S, et al. Cy-CNN: cylinder convolution based rotation-invariant neural network for point cloud registration. Sci China Inf Sci, 2023, 66(5): 152102, doi: 10.1007/s11432-021-3570-5
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Keywords: machine learning; multi-instance partial-label learning; multi-instance learning; partial-label learning; Gaussian processes
Cite as: Tang W, Zhang W J, ZHANG M-L. Multi-instance partial-label learning: towards exploiting dual inexact supervision. Sci China Inf Sci, 2024, 67(3): 132103, doi: 10.1007/s11432-023-3771-6
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FNNWV: farthest-nearest neighbor-based weighted voting for class-imbalanced crowdsourcing
Zhang, Wenjun; Jiang, Liangxiao; Chen, Ziqi; Li, Chaoqun
Sci China Inf Sci, 2024, 67(10): 202102
Keywords: crowdsourcing; label integration; nearest neighbor; farthest neighbor; weighted voting
Cite as: Zhang W J, Jiang L X, Chen Z Q, et al. FNNWV: farthest-nearest neighbor-based weighted voting for class-imbalanced crowdsourcing. Sci China Inf Sci, 2024, 67(10): 202102, doi: 10.1007/s11432-023-3854-7
Special Focus on Theory and Applications of Models of Computation
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An approximation algorithm for lower-bounded k-median with constant factor
Wu, Xiaoliang; Shi, Feng; Guo, Yutian; Zhang, Zhen; Huang, Junyu; Wang, Jianxin
Sci China Inf Sci, 2022, 65(4): 140601
Keywords: approximation algorithm; k-median; lower-bounded k-median
Cite as: Wu X L, Shi F, Guo Y T, et al. An approximation algorithm for lower-bounded k-median with constant factor. Sci China Inf Sci, 2022, 65(4): 140601, doi: 10.1007/s11432-021-3411-7
Special Focus on Theory and Applications of Models of Computation
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Regularized two-stage submodular maximization under streaming
Yang, Ruiqi; Xu, Dachuan; Guo, Longkun; Zhang, Dongmei
Sci China Inf Sci, 2022, 65(4): 140602
Keywords: submodular maximization; streaming model; two-stage; threshold technique; approximation algorithms
Cite as: Yang R Q, Xu D C, Guo L K, et al. Regularized two-stage submodular maximization under streaming. Sci China Inf Sci, 2022, 65(4): 140602, doi: 10.1007/s11432-020-3420-9
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Health care data analysis and visualization using interactive data exploration for sportsperson
Liu, Hao; Zhang, Yang; Lian, Ke; Zhang, Yifei; Sanjuan Martinez, Oscar; Gonzalez Crespo, Ruben
Sci China Inf Sci, 2022, 65(6): 162101
Keywords: artificial intelligence; health monitoring; data visualization; data analysis; athletics
Cite as: Liu H, Zhang Y, Lian K, et al. Health care data analysis and visualization using interactive data exploration for sportsperson. Sci China Inf Sci, 2022, 65(6): 162101, doi: 10.1007/s11432-021-3412-9
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Densely-connected neural networks for aspect term extraction
Chen, Chen; Wang, Houfeng; Zhu, Qingqing; Liu, Junfei
Sci China Inf Sci, 2022, 65(6): 169103
Keywords: aspect term extraction; recurrent neural network; self-attention; densely-connected network; double word embeddings; aspect-based sentiment analysis; deep learning; sequence labeling
Cite as: Chen C, Wang H F, Zhu Q Q, et al. Densely-connected neural networks for aspect term extraction. Sci China Inf Sci, 2022, 65(6): 169103, doi: 10.1007/s11432-019-2775-9
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Keywords: Gaussian processes; EM algorithm; variational inference; mixture model; nonparametric Bayesian
Cite as: Li T, Ma J W. A variational hardcut EM algorithm for the mixtures of Gaussian processes. Sci China Inf Sci, 2023, 66(3): 139103, doi: 10.1007/s11432-021-3477-3
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Understanding adversarial attacks on observations in deep reinforcement learning
You, Qiaoben; Ying, Chengyang; Zhou, Xinning; Su, Hang; Zhu, Jun; Zhang, Bo
Sci China Inf Sci, 2024, 67(5): 152104
Keywords: deep learning; reinforcement learning; adversarial robustness; adversarial attack
Cite as: Qiaoben Y, Ying C Y, Zhou X N, et al. Understanding adversarial attacks on observations in deep reinforcement learning. Sci China Inf Sci, 2024, 67(5): 152104, doi: 10.1007/s11432-021-3688-y
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A novel graph oversampling framework for node classification in class-imbalanced graphs
Xia, Riting; Zhang, Chunxu; Zhang, Yan; Liu, Xueyan; Yang, Bo
Sci China Inf Sci, 2024, 67(6): 162101
Keywords: graph neural network; class-imbalanced graphs; sum-product network; oversampling; node classification
Cite as: Xia R T, Zhang C X, Zhang Y, et al. A novel graph oversampling framework for node classification in class-imbalanced graphs. Sci China Inf Sci, 2024, 67(6): 162101, doi: 10.1007/s11432-023-3897-2
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Keywords: activity recognition; deep learning; domain generalization; semi-supervised learning; adversarial training
Cite as: Liu J, Zhu W, Li D, et al. Domain generalization with semi-supervised learning for people-centric activity recognition. Sci China Inf Sci, 2025, 68(1): 112103, doi: 10.1007/s11432-022-3860-y
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Extending generalized unsupervised manifold alignment
Yin, Xiaoyi; Cui, Zhen; Chang, Hong; Ma, Bingpeng; Shan, Shiguang
Sci China Inf Sci, 2022, 65(7): 172103
Keywords: unsupervised manifold alignment; relaxed integer programming; Frank Wolfe algorithm
Cite as: Yin X Y, Cui Z, Chang H, et al. Extending generalized unsupervised manifold alignment. Sci China Inf Sci, 2022, 65(7): 172103, doi: 10.1007/s11432-019-3019-3
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Keywords: unlabeled-data driven; 1/2 regularization; cost-sensitive; inverse projection; sparse representation-based classification
Cite as: Yang X H, Wang Z, Sun J, et al. Unlabeled data driven cost-sensitive inverse projection sparse representation-based classification with 1/2 regularization. Sci China Inf Sci, 2022, 65(8): 182102, doi: 10.1007/s11432-021-3319-4
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Neural network equivalent model for highly efficient massive data classification
Yu, Siquan; Han, Zhi; Tang, Yandong; Wu, Chengdong
Sci China Inf Sci, 2023, 66(3): 139101
Keywords: neural network equivalent model; non-smooth convex optimization; generalization error; massive data classification; ADMM
Cite as: Yu S Q, Han Z, Tang Y D, et al. Neural network equivalent model for highly efficient massive data classification. Sci China Inf Sci, 2023, 66(3): 139101, doi: 10.1007/s11432-020-3113-4
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Newton design: designing CNNs with the family of Newton's methods
Shen, Zhengyang; Yang, Yibo; She, Qi; Wang, Changhu; Ma, Jinwen; Lin, Zhouchen
Sci China Inf Sci, 2023, 66(6): 162101
Keywords: CNN; dropout; optimization method; network design; Newton’s method
Cite as: Shen Z Y, Yang Y B, She Q, et al. Newton design: designing CNNs with the family of Newton's methods. Sci China Inf Sci, 2023, 66(6): 162101, doi: 10.1007/s11432-021-3442-2
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LINDA: multi-agent local information decomposition for awareness of teammates
Cao, Jiahan; Yuan, Lei; Wang, Jianhao; Zhang, Shaowei; Zhang, Chongjie; Yu, Yang; Zhan, De-Chuan
Sci China Inf Sci, 2023, 66(8): 182101
Keywords: multi-agent system; reinforcement learning; teammates awareness; centralized training with decentralized execution; CTDE; StarCraft II
Cite as: Cao J H, Yuan L, Wang J H, et al. LINDA: multi-agent local information decomposition for awareness of teammates. Sci China Inf Sci, 2023, 66(8): 182101, doi: 10.1007/s11432-021-3479-9
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Learning discrete adaptive receptive fields for graph convolutional networks
Ma, Xiaojun; Li, Ziyao; Song, Guojie; Shi, Chuan
Sci China Inf Sci, 2023, 66(12): 222101
Keywords: graph neural networks; receptive field; reinforcement learning
Cite as: Ma X J, Li Z Y, Song G J, et al. Learning discrete adaptive receptive fields for graph convolutional networks. Sci China Inf Sci, 2023, 66(12): 222101, doi: 10.1007/s11432-021-3443-y
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Maximizing conditional independence for unsupervised domain adaptation
Zhai, Yiming; Ren, Chuanxian; Luo, Youwei; Dai, Daoqing
Sci China Inf Sci, 2024, 67(5): 152108
Keywords: conditional independence; kernel method; domain adaptation; class-conditioned transferring
Cite as: Zhai Y M, Ren C X, Luo Y W, et al. Maximizing conditional independence for unsupervised domain adaptation. Sci China Inf Sci, 2024, 67(5): 152108, doi: 10.1007/s11432-022-3851-1
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Efficient privacy-preserving federated learning under dishonest-majority setting
Miao, Yinbin; Kuang, Da; Li, Xinghua; Leng, Tao; Liu, Ximeng; Ma, Jianfeng
Sci China Inf Sci, 2024, 67(5): 159102
Keywords: Federated learning; Privacy-preserving; Model poisoning attacks; Dishonest-majority; Hanming distance
Cite as: Miao Y B, Kuang D, Li X H, et al. Efficient privacy-preserving federated learning under dishonest-majority setting. Sci China Inf Sci, 2024, 67(5): 159102, doi: 10.1007/s11432-023-3977-9
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NeurDB: an AI-powered autonomous data system
Ooi, Beng Chin; Cai, Shaofeng; Chen, Gang; Shen, Yanyan; Tan, Kian-Lee; Wu, Yuncheng; Xiao, Xiaokui; Xing, Naili; Yue, Cong; Zeng, Lingze; Zhang, Meihui; Zhao, Zhanhao
Sci China Inf Sci, 2024, 67(10): 200901
Keywords: AI×DB; in-database AI; intelligent data system
Cite as: Ooi B C, Cai S F, Chen G, et al. NeurDB: an AI-powered autonomous data system. Sci China Inf Sci, 2024, 67(10): 200901, doi: 10.1007/s11432-024-4125-9
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Curvature flow learning: algorithm and analysis
Li, Yangyang; Lu, Ruqian
Sci China Inf Sci, 2022, 65(9): 192105
Keywords: metric learning; Riemannian metric; curvature; flow learning; manifold learning
Cite as: Li Y Y, Lu R Q. Curvature flow learning: algorithm and analysis. Sci China Inf Sci, 2022, 65(9): 192105, doi: 10.1007/s11432-020-3068-7
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Abductive subconcept learning
Han, Zhongyi; Cai, Le-Wen; Dai, Wang-Zhou; Huang, Yu-Xuan; Wei, Benzheng; Wang, Wei; Yin, Yilong
Sci China Inf Sci, 2023, 66(2): 122103
Keywords: abductive learning; subconcept learning; logical reasoning; subconcept set selection; meta-interpretive learning
Cite as: Han Z Y, Cai L-W, Dai W-Z, et al. Abductive subconcept learning. Sci China Inf Sci, 2023, 66(2): 122103, doi: 10.1007/s11432-020-3569-0
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A convergence algorithm for graph co-regularized transfer learning
Yang, Zuyuan; Liang, Naiyao; Li, Zhenni; Xie, Shengli
Sci China Inf Sci, 2023, 66(3): 132104
Keywords: transfer learning; convergence analysis; non-negative matrix factorization; multiplicative update algorithm; optimization
Cite as: Yang Z Y, Liang N Y, Li Z N, et al. A convergence algorithm for graph co-regularized transfer learning. Sci China Inf Sci, 2023, 66(3): 132104, doi: 10.1007/s11432-020-3526-4
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Optimization-inspired manual architecture design and neural architecture search
Yang, Yibo; Shen, Zhengyang; Li, Huan; Lin, Zhouchen
Sci China Inf Sci, 2023, 66(11): 212101
Keywords: deep neural network; manual architecture design; neural architecture search; image recognition; optimization algorithms; learning-based optimization
Cite as: Yang Y B, Shen Z Y, Li H, et al. Optimization-inspired manual architecture design and neural architecture search. Sci China Inf Sci, 2023, 66(11): 212101, doi: 10.1007/s11432-021-3527-7
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Distinct but correct: generating diversified and entity-revised medical response
Li, Bin; Sun, Bin; Li, Shutao; Chen, Encheng; Liu, Hongru; Weng, Yixuan; Bai, Yongping; Hu, Meiling
Sci China Inf Sci, 2024, 67(3): 132106
Keywords: medical entity prediction; ent-mac post pre-training strategy; entity-aware fusion medical dialogue generation; encoding fusion mechanism; entity-revised diverse beam search
Cite as: Li B, Sun B, Li S T, et al. Distinct but correct: generating diversified and entity-revised medical response. Sci China Inf Sci, 2024, 67(3): 132106, doi: 10.1007/s11432-021-3534-9
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Adversarial data splitting for domain generalization
Gu, Xiang; Sun, Jian; Xu, Zongben
Sci China Inf Sci, 2024, 67(5): 152101
Keywords: domain generalization; adversarial learning; data splitting; meta-learning; out of distribution
Cite as: Gu X, Sun J, Xu Z B. Adversarial data splitting for domain generalization. Sci China Inf Sci, 2024, 67(5): 152101, doi: 10.1007/s11432-022-3857-5
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Granger causal representation learning for groups of time series
Cai, Ruichu; Wu, Yunjin; Huang, Xiaokai; Chen, Wei; Fu, Tom Z. J.; Hao, Zhifeng
Sci China Inf Sci, 2024, 67(5): 152103
Keywords: Granger causal discovery; Granger causal representation learning; time series data; recurrent neural network; multiset canonical correlation analysis
Cite as: Cai R C, Wu Y J, Huang X K, et al. Granger causal representation learning for groups of time series. Sci China Inf Sci, 2024, 67(5): 152103, doi: 10.1007/s11432-021-3724-0
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Perception field based imitation learning for unlabeled multi-agent pathfinding
Chu, Wenjie; Yu, Ailun; Zhang, Wei; Zhao, Haiyan; Jin, Zhi
Sci China Inf Sci, 2024, 67(5): 152107
Keywords: unlabeled multi-agent pathfinding; perception field; triplet cross-attention; multi-agent imitation learning; learning-based planning
Cite as: Chu W J, Yu A L, Zhang W, et al. Perception field based imitation learning for unlabeled multi-agent pathfinding. Sci China Inf Sci, 2024, 67(5): 152107, doi: 10.1007/s11432-022-3666-2
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Learning in games: a systematic review
Qin, Rong-Jun; Yu, Yang
Sci China Inf Sci, 2024, 67(7): 171101
Keywords: non-cooperative games; learning in games; no-regret learning; reinforcement learning; superhuman AI
Cite as: Qin R-J, Yu Y. Learning in games: a systematic review. Sci China Inf Sci, 2024, 67(7): 171101, doi: 10.1007/s11432-023-3955-x
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Re-quantization based binary graph neural networks
Yao, Kai-Lang; Li, Wu-Jun
Sci China Inf Sci, 2024, 67(7): 172101
Keywords: graph neural networks; binary neural networks; mixture of experts; computation-efficient algorithms
Cite as: Yao K-L, Li W-J. Re-quantization based binary graph neural networks. Sci China Inf Sci, 2024, 67(7): 172101, doi: 10.1007/s11432-022-3850-0
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Multi-agent policy transfer via task relationship modeling
Qin, Rongjun; Chen, Feng; Wang, Tonghan; Yuan, Lei; Wu, Xiaoran; Kang, Yipeng; Zhang, Zongzhang; Zhang, Chongjie; Yu, Yang
Sci China Inf Sci, 2024, 67(8): 182101
Keywords: multi-agent reinforcement learning; cooperative transfer learning; task relationship modeling; multi-agent policy reuse; multi-agent multi-task learning
Cite as: Qin R J, Chen F, Wang T H, et al. Multi-agent policy transfer via task relationship modeling. Sci China Inf Sci, 2024, 67(8): 182101, doi: 10.1007/s11432-023-3862-1
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Learning-based counterfactual explanations for recommendation
Wen, Jingxuan; Liu, Huafeng; Jing, Liping; Yu, Jian
Sci China Inf Sci, 2024, 67(8): 182102
Keywords: recommender system; explainable recommendation; item-based explanation; counterfactual inference; counterfactual explanation
Cite as: Wen J X, Liu H F, Jing L P, et al. Learning-based counterfactual explanations for recommendation. Sci China Inf Sci, 2024, 67(8): 182102, doi: 10.1007/s11432-023-3974-2
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Keywords: deep learning; local elasticity; information bottleneck; implicit regularization; phenomenological model
Cite as: Su W J. Envisioning future deep learning theories: some basic concepts and characteristics. Sci China Inf Sci, 2024, 67(10): 203101, doi: 10.1007/s11432-023-4129-1
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Stochastic normalized gradient descent with momentum for large-batch training
Zhao, Shen-Yi; Shi, Chang-Wei; Xie, Yin-Peng; Li, Wu-Jun
Sci China Inf Sci, 2024, 67(11): 212101
Keywords: non-convex problems; large-batch training; stochastic normalized gradient descent; momentum
Cite as: Zhao S-Y, Shi C-W, Xie Y-P, et al. Stochastic normalized gradient descent with momentum for large-batch training. Sci China Inf Sci, 2024, 67(11): 212101, doi: 10.1007/s11432-022-3892-8
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Multi-dimensional ability diagnosis for machine learning algorithms
Liu, Qi; Gong, Zheng; Huang, Zhenya; Liu, Chuanren; Zhu, Hengshu; Li, Zhi; Chen, Enhong; Xiong, Hui
Sci China Inf Sci, 2024, 67(12): 229101
Keywords: machine learning; cognitive diagnosis; human measurement; multi-dimensional evaluation; artificial intelligence
Cite as: Liu Q, Gong Z, Huang Z Y, et al. Multi-dimensional ability diagnosis for machine learning algorithms. Sci China Inf Sci, 2024, 67(12): 229101, doi: 10.1007/s11432-023-4239-4
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GPS: graph contrastive learning via multi-scale augmented views from adversarial pooling
Ju, Wei; Gu, Yiyang; Mao, Zhengyang; Qiao, Ziyue; Qin, Yifang; Luo, Xiao; Xiong, Hui; Zhang, Ming
Sci China Inf Sci, 2025, 68(1): 112101
Keywords: graph representation learning; graph neural networks; graph contrastive learning; graph augmentations; graph pooling
Cite as: Ju W, Gu Y Y, Mao Z Y, et al. GPS: graph contrastive learning via multi-scale augmented views from adversarial pooling. Sci China Inf Sci, 2025, 68(1): 112101, doi: 10.1007/s11432-022-3952-3
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Channel pruning on frequency response
Lin, Hang; Peng, Yifan; Bie, Lin; Yan, Chenggang; Zhao, Xibin; Gao, Yue
Sci China Inf Sci, 2025, 68(1): 112102
Keywords: deep learning; model compression; filter pruning; channel pruning; frequency response
Cite as: Lin H, Peng Y F, Bie L, et al. Channel pruning on frequency response. Sci China Inf Sci, 2025, 68(1): 112102, doi: 10.1007/s11432-022-3951-y
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Personalized federated few-shot node classification
Zhao Y F, He X T, Yu G X, et al
Sci China Inf Sci, 2025, 68(1): 112105
Keywords: personalized federated learning; few-shot learning; node classification; task heterogeneity; parameter decoupling; node augmentation
Cite as: Zhao Y F, He X T, Yu G X, et al. Personalized federated few-shot node classification. Sci China Inf Sci, 2025, 68(1): 112105, doi: 10.1007/s11432-024-4254-5
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Keywords: unsupervised multiplex graph representation learning; graph neural networks; node classification; node clustering
Cite as: Fu S C, Peng Q M, He Y G, et al. Unsupervised multiplex graph diffusion networks with multi-level canonical correlation analysis for multiplex graph representation learning. Sci China Inf Sci, 2025, 68(3): 132102, doi: 10.1007/s11432-023-3939-1
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Cited in SCI: 6
CPT: a pre-trained unbalanced transformer for both Chinese language understanding and generation
Shao, Yunfan; Geng, Zhichao; Liu, Yitao; Dai, Junqi; Yan, Hang; Yang, Fei; Li, Zhe; Bao, Hujun; Qiu, Xipeng
Sci China Inf Sci, 2024, 67(5): 152102
Keywords: pre-trained model; transformer; language model; generation; unified model
Cite as: Shao Y F, Geng Z C, Liu Y T, et al. CPT: a pre-trained unbalanced transformer for both Chinese language understanding and generation. Sci China Inf Sci, 2024, 67(5): 152102, doi: 10.1007/s11432-021-3536-5
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Understanding and improving fairness in cognitive diagnosis
Zhang, Zheng; Wu, Le; Liu, Qi; Liu, Jiayu; Huang, Zhenya; Yin, Yu; Zhuang, Yan; Gao, Weibo; Chen, Enhong
Sci China Inf Sci, 2024, 67(5): 152106
Keywords: fairness; intelligent education; cognitive diagnosis; psychometrics; adversarial learning
Cite as: Zhang Z, Wu L, Liu Q, et al. Understanding and improving fairness in cognitive diagnosis. Sci China Inf Sci, 2024, 67(5): 152106, doi: 10.1007/s11432-022-3852-0
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Span-based joint entity and relation extraction augmented with sequence tagging mechanism
Ji, Bin; Li, Shasha; Xu, Hao; Yu, Jie; Ma, Jun; Liu, Huijun; Yang, Jing
Sci China Inf Sci, 2024, 67(5): 152105
Keywords: joint extraction; named entity recognition; relation extraction; span; sequence tagging mechanism
Cite as: Ji B, Li S S, Xu H, et al. Span-based joint entity and relation extraction augmented with sequence tagging mechanism. Sci China Inf Sci, 2024, 67(5): 152105, doi: 10.1007/s11432-022-3608-y
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Residual diverse ensemble for long-tailed multi-label text classification
Shi, Jiangxin; Wei, Tong; Li, Yufeng
Sci China Inf Sci, 2024, 67(11): 212102
Keywords: multi-label learning; extreme multi-label learning; long-tailed distribution; multi-label text classification; ensemble learning
Cite as: Shi J X, Wei T, Li Y F. Residual diverse ensemble for long-tailed multi-label text classification. Sci China Inf Sci, 2024, 67(11): 212102, doi: 10.1007/s11432-022-3915-6
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Memory-enhanced text style transfer with dynamic style learning and calibration
Lin, Fuqiang; Song, Yiping; Tian, Zhiliang; Chen, Wangqun; Dong, Diwen; Liu, Bo
Sci China Inf Sci, 2024, 67(4): 142105
Keywords: style transfer; memory-enhanced method; text generation; deep learning; text representation
Cite as: Lin F Q, Song Y P, Tian Z L, et al. Memory-enhanced text style transfer with dynamic style learning and calibration. Sci China Inf Sci, 2024, 67(4): 142105, doi: 10.1007/s11432-022-3726-0
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Keywords: emotion recognition in conversation; emotional inertia and contagion; multi-head attention; gated recurrent unit; conditional random field
Cite as: Liu Y J, Li J, Wang X P, et al. EmotionIC: emotional inertia and contagion-driven dependency modeling for emotion recognition in conversation. Sci China Inf Sci, 2024, 67(8): 182103, doi: 10.1007/s11432-023-3908-6
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Unveiling factuality and injecting knowledge for LLMs via reinforcement learning and data proportion
Ke, Wenjun; Shang, Ziyu; Luo, Zhizhao; Wang, Peng; Guo, Yikai; Liu, Qi; Chen, Yuxuan
Sci China Inf Sci, 2024, 67(10): 209101
Keywords: large language models; knowledge graph; factuality detection; knowledge injection; data proportion
Cite as: Ke W J, Shang Z Y, Luo Z Z, et al. Unveiling factuality and injecting knowledge for LLMs via reinforcement learning and data proportion. Sci China Inf Sci, 2024, 67(10): 209101, doi: 10.1007/s11432-024-4158-4
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PS-CoT-Adapter: adapting plan-and-solve chain-of-thought for ScienceQA
Li, Qun; Sun, Haixin; Xiao, Fu; Wang, Yiming; Gao, Xinping; Bhanu, Bir
Sci China Inf Sci, 2025, 68(1): 119101
Keywords: chain of thought; semantic adapter; large language models; ScienceQA; plan-and-solve
Cite as: Li Q, Sun H X, Xiao F, et al. PS-CoT-Adapter: adapting plan-and-solve chain-of-thought for ScienceQA. Sci China Inf Sci, 2025, 68(1): 119101, doi: 10.1007/s11432-024-4211-9
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BioKG-CMI: a multi-source feature fusion model based on biological knowledge graph for predicting circRNA-miRNA interactions
Wei, Mengmeng; Wang, Lei; Li, Yang; Li, Zhengwei; Zhao, Bowei; Su, Xiaorui; Wei, Yu; You, Zhuhong
Sci China Inf Sci, 2024, 67(8): 189104
Keywords: circRNA-miRNA interaction; biological knowledge graph; subcellular localization; multi-source feature fusion; natural language processing
Cite as: Wei M M, Wang L, Li Y, et al. BioKG-CMI: a multi-source feature fusion model based on biological knowledge graph for predicting circRNA-miRNA interactions. Sci China Inf Sci, 2024, 67(8): 189104, doi: 10.1007/s11432-024-4098-3
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SBSM-Pro: support bio-sequence machine for proteins
Wang, Yizheng; Zhai, Yixiao; Ding, Yijie; Zou, Quan
Sci China Inf Sci, 2024, 67(11): 212106
Keywords: protein classification; machine learning; multiple kernel learning; sequence alignment
Cite as: Wang Y Z, Zhai Y X, Ding Y J, et al. SBSM-Pro: support bio-sequence machine for proteins. Sci China Inf Sci, 2024, 67(11): 212106, doi: 10.1007/s11432-024-4171-9
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Integrating sequence and graph information for enhanced drug-target affinity prediction
He, Haohuai; Chen, Guanxing; Chen, Calvin Yu-Chian
Sci China Inf Sci, 2024, 67(2): 129101
Keywords: drug-target affinity; hybrid graph neural network; adaptive features; explainability; catalytic triad
Cite as: He H H, Chen G X, Chen C Y-C. Integrating sequence and graph information for enhanced drug-target affinity prediction. Sci China Inf Sci, 2024, 67(2): 129101, doi: 10.1007/s11432-022-3793-7
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Keywords: heterogeneous graph learning; multiple types of disease-associated RNA identification; disease prognosis and therapy; systematic pathogenesis analysis; hepatocellular carcinoma
Cite as: Zhang W X, Wei H, Zhang W J, et al. Multiple types of disease-associated RNAs identification for disease prognosis and therapy using heterogeneous graph learning. Sci China Inf Sci, 2024, 67(8): 189103, doi: 10.1007/s11432-024-4100-7
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Keywords: therapeutic peptide prediction; multi-label classification; pretrained protein language model; multi-label supervised contrastive learning
Cite as: Yan K, Lv H W, Shao J Y, et al. TPpred-SC: multi-functional therapeutic peptide prediction based on multi-label supervised contrastive learning. Sci China Inf Sci, 2024, 67(11): 212105, doi: 10.1007/s11432-024-4147-8
Special Focus on Deep Learning for Computer Vision (2022)
SCIS Selected Articles on Deep Learning for Computer Vision (DLCV)
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TransCrowd: weakly-supervised crowd counting with transformers
Liang, Dingkang; Chen, Xiwu; Xu, Wei; Zhou, Yu; Bai, Xiang
Sci China Inf Sci, 2022, 65(6): 160104
Keywords: crowd counting; visual transformer; weakly supervised; crowd analysis; transformer
Cite as: Liang D K, Chen X W, Xu W, et al. TransCrowd: weakly-supervised crowd counting with transformers. Sci China Inf Sci, 2022, 65(6): 160104, doi: 10.1007/s11432-021-3445-y
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Keywords: data adaptation module; weighted label smoothing loss; multi-scale attention network; vehicle re-identification
Cite as: Wang Y, Peng J J, Wang H B, et al. Progressive learning with multi-scale attention network for cross-domain vehicle re-identification. Sci China Inf Sci, 2022, 65(6): 160103, doi: 10.1007/s11432-021-3383-y
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Learning hyperspectral images from RGB images via a coarse-to-fine CNN
Mei, Shaohui; Geng, Yunhao; Hou, Junhui; Du, Qian
Sci China Inf Sci, 2022, 65(5): 152102
Keywords: hyperspectral; reconstruction; convolutional neural network; deep learning
Cite as: Mei S H, Geng Y H, Hou J H, et al. Learning hyperspectral images from RGB images via a coarse-to-fine CNN. Sci China Inf Sci, 2022, 65(5): 152102, doi: 10.1007/s11432-020-3102-9
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Learning practically feasible policies for online 3D bin packing
Zhao, Hang; Zhu, Chenyang; Xu, Xin; Huang, Hui; Xu, Kai
Sci China Inf Sci, 2022, 65(1): 112105
Keywords: bin packing problem; online 3d-bpp; reinforcement learning
Cite as: Zhao H, Zhu C Y, Xu X, et al. Learning practically feasible policies for online 3D bin packing. Sci China Inf Sci, 2022, 65(1): 112105, doi: 10.1007/s11432-021-3348-6
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Class attention network for image recognition
Cheng, Gong; Lai, Pujian; Gao, Decheng; Han, Junwei
Sci China Inf Sci, 2023, 66(3): 132105
Keywords: visual attention; class-specific attention encoding; class attention network; dictionary learning
Cite as: Cheng G, Lai P J, Gao D C, et al. Class attention network for image recognition. Sci China Inf Sci, 2023, 66(3): 132105, doi: 10.1007/s11432-021-3493-7
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Densely nested top-down flows for salient object detection
Fang, Chaowei; Tian, Haibin; Zhang, Dingwen; Zhang, Qiang; Han, Jungong; Han, Junwei
Sci China Inf Sci, 2022, 65(8): 182103
Keywords: salient object detection; top-down flow; densely nested framework; convolutional neural networks
Cite as: Fang C W, Tian H B, Zhang D W, et al. Densely nested top-down flows for salient object detection. Sci China Inf Sci, 2022, 65(8): 182103, doi: 10.1007/s11432-021-3384-y
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Fewer is more: efficient object detection in large aerial images
Xie, Xingxing; Cheng, Gong; Li, Qingyang; Miao, Shicheng; Li, Ke; Han, Junwei
Sci China Inf Sci, 2024, 67(1): 112106
Keywords: efficient object detection; large aerial images; objectness activation network
Cite as: Xie X X, Cheng G, Li Q Y, et al. Fewer is more: efficient object detection in large aerial images. Sci China Inf Sci, 2024, 67(1): 112106, doi: 10.1007/s11432-022-3718-5
Special Focus on Deep Learning for Computer Vision (2022)
SCIS Selected Articles on Deep Learning for Computer Vision (DLCV)
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Keywords: deep learning; rgb-d image; saliency detection; remaking learning; lightweight network
Cite as: Zhou W J, Liu C, Lei J S, et al. RLLNet: a lightweight remaking learning network for saliency redetection on RGB-D images. Sci China Inf Sci, 2022, 65(6): 160107, doi: 10.1007/s11432-020-3337-9
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SAM struggles in concealed scenes - empirical study on Segment Anything
Ji, Ge-Peng; Fan, Deng-Ping; Xu, Peng; Zhou, Bowen; Cheng, Ming-Ming; Van Gool, Luc
Sci China Inf Sci, 2023, 66(12): 226101
Keywords: Segment Anything; SAM; Camouflaged; Concealed Scene Understanding; Concealed Object Segmentation
Cite as: Ji G-P, Fan D-P, Xu P, et al. SAM struggles in concealed scenes - empirical study on Segment Anything. Sci China Inf Sci, 2023, 66(12): 226101, doi: 10.1007/s11432-023-3881-x
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Survey on rain removal from videos or a single image
Wang, Hong; Wu, Yichen; Li, Minghan; Zhao, Qian; Meng, Deyu
Sci China Inf Sci, 2022, 65(1): 111101
Keywords: rain removal; maximum a posterior estimation; deep learning; generalization performance; comprehensive repository
Cite as: Wang H, Wu Y C, Li M H, et al. Survey on rain removal from videos or a single image. Sci China Inf Sci, 2022, 65(1): 111101, doi: 10.1007/s11432-020-3225-9
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Human motion segmentation based on structure constraint matrix factorization
Gao, Hongbo; Guo, Fang; Zhu, Juping; Kan, Zhen; Zhang, Xinyu
Sci China Inf Sci, 2022, 65(1): 119103
Keywords: computer vision; human motion segmentation; spectral clustering; structure constraint; matrix factorization
Cite as: Gao H B, Guo F, Zhu J P, et al. Human motion segmentation based on structure constraint matrix factorization. Sci China Inf Sci, 2022, 65(1): 119103, doi: 10.1007/s11432-020-2967-3
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A unified pruning framework for vision transformers
Yu, Hao; Wu, Jianxin
Sci China Inf Sci, 2023, 66(7): 179101
Keywords: vision transformer; structural pruning; image classification; object detection; language modeling
Cite as: Yu H, Wu J X. A unified pruning framework for vision transformers. Sci China Inf Sci, 2023, 66(7): 179101, doi: 10.1007/s11432-022-3646-6
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Cited in SCI: 13
Fast target-aware learning for few-shot video object segmentation
Chen, Yadang; Hao, Chuanyan; Yang, Zhi-Xin; Wu, Enhua
Sci China Inf Sci, 2022, 65(8): 182104
Keywords: video object segmentation; few-shot; target-aware; meta knowledge; bilevel-optimization
Cite as: Chen Y D, Hao C Y, Yang Z-X, et al. Fast target-aware learning for few-shot video object segmentation. Sci China Inf Sci, 2022, 65(8): 182104, doi: 10.1007/s11432-021-3396-7
Special Focus on Deep Learning for Computer Vision (2022)
SCIS Selected Articles on Deep Learning for Computer Vision (DLCV)
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Onfocus detection: identifying individual-camera eye contact from unconstrained images
Zhang, Dingwen; Wang, Bo; Wang, Gerong; Zhang, Qiang; Zhang, Jiajia; Han, Jungong; You, Zheng
Sci China Inf Sci, 2022, 65(6): 160101
Keywords: onfocus detection; deep neural network; capsule routing; computer vision; deep learning
Cite as: Zhang D W, Wang B, Wang G R, et al. Onfocus detection: identifying individual-camera eye contact from unconstrained images. Sci China Inf Sci, 2022, 65(6): 160101, doi: 10.1007/s11432-020-3181-9
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RPC: a large-scale and fine-grained retail product checkout dataset
WEI, Xiu-Shen; CUI, Quan; YANG, Lei; WANG, Peng; LIU, Lingqiao; YANG, Jian
Sci China Inf Sci, 2022, 65(9): 197101
Keywords: Automatic Check-Out; Benchmark Datasets; Retail Product Recognition; Fine-Grained Recognition; Deep Learning
Cite as: Wei X-S, Cui Q, Yang L, et al. RPC: a large-scale and fine-grained retail product checkout dataset. Sci China Inf Sci, 2022, 65(9): 197101, doi: 10.1007/s11432-022-3513-y
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REVIEW
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Cited in SCI: 11
Survey on leveraging pre-trained generative adversarial networks for image editing and restoration
Liu, Ming; Wei, Yuxiang; Wu, Xiaohe; Zuo, Wangmeng; Zhang, Lei
Sci China Inf Sci, 2023, 66(5): 151101
Keywords: survey; generative adversarial networks; pre-trained models; image editing; image restoration
Cite as: Liu M, Wei Y X, Wu X H, et al. Survey on leveraging pre-trained generative adversarial networks for image editing and restoration. Sci China Inf Sci, 2023, 66(5): 151101, doi: 10.1007/s11432-022-3679-0
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Cited in SCI: 11
Keywords: video grounding; temporal sentence grounding; boundary regression; token learning; proposal-free
Cite as: Li K, Guo D, Wang M. ViGT: proposal-free video grounding with a learnable token in the transformer. Sci China Inf Sci, 2023, 66(10): 202102, doi: 10.1007/s11432-022-3783-3
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Cited in SCI: 10
Evolution of AVS video coding standards: twenty years of innovation and development
Ma, Siwei; Zhang, Li; Wang, Shiqi; Jia, Chuanmin; Wang, Shanshe; Huang, Tiejun; Wu, Feng; Gao, Wen
Sci China Inf Sci, 2022, 65(9): 192101
Keywords: video coding; AVS standards; video applications; intelligent coding
Cite as: Ma S W, Zhang L, Wang S Q, et al. Evolution of AVS video coding standards: twenty years of innovation and development. Sci China Inf Sci, 2022, 65(9): 192101, doi: 10.1007/s11432-021-3461-9
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Cited in SCI: 10
Point attention network for point cloud semantic segmentation
Ren, Dayong; Wu, Zhengyi; Li, Jiawei; Yu, Piaopiao; Guo, Jie; Wei, Mingqiang; Guo, Yanwen
Sci China Inf Sci, 2022, 65(9): 192104
Keywords: point cloud; semantic segmentation; self-attention mechanism; deep learning; long-range dependencies
Cite as: Ren D Y, Wu Z Y, Li J W, et al. Point attention network for point cloud semantic segmentation. Sci China Inf Sci, 2022, 65(9): 192104, doi: 10.1007/s11432-021-3387-7
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Cited in SCI: 9
Quantized and adaptive memristor based CNN (QA-mCNN) for image processing
Hu, Xiaofang; Shi, Wenqiang; Zhou, Yue; Tang, Hongan; Duan, Shukai
Sci China Inf Sci, 2022, 65(1): 119104
Keywords: adaptive template; incremental network quantization; optimization; cnn; memristor
Cite as: Hu X F, Shi W Q, Zhou Y, et al. Quantized and adaptive memristor based CNN (QA-mCNN) for image processing. Sci China Inf Sci, 2022, 65(1): 119104, doi: 10.1007/s11432-020-3031-9
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RGBT tracking via reliable feature configuration
Tu, Zhengzheng; Pan, Wenli; Duan, Yunsheng; Tang, Jin; Li, Chenglong
Sci China Inf Sci, 2022, 65(4): 142101
Keywords: rgbt tracking; multi-modal; reliability guideline; feature configuration; correlation filter
Cite as: Tu Z Z, Pan W L, Duan Y S, et al. RGBT tracking via reliable feature configuration. Sci China Inf Sci, 2022, 65(4): 142101, doi: 10.1007/s11432-020-3160-5
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Contextual and selective attention networks for image captioning
Wang, Jing; Li, Yehao; Pan, Yingwei; Yao, Ting; Tang, Jinhui; Mei, Tao
Sci China Inf Sci, 2022, 65(12): 222103
Keywords: image captioning; hybrid attention; contextual attention
Cite as: Wang J, Li Y H, Pan Y W, et al. Contextual and selective attention networks for image captioning. Sci China Inf Sci, 2022, 65(12): 222103, doi: 10.1007/s11432-020-3523-6
Special Topic: Deep Learning for Computer Vision (2023)
SCIS Selected Articles on Deep Learning for Computer Vision (DLCV)
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Cited in SCI: 9
Sparse spatial transformers for few-shot learning
Chen, Haoxing; Li, Huaxiong; Li, Yaohui; Chen, Chunlin
Sci China Inf Sci, 2023, 66(11): 210102
Keywords: few-shot learning; transformer; metric-learning; cross-attention
Cite as: Chen H X, Li H X, Li Y H, et al. Sparse spatial transformers for few-shot learning. Sci China Inf Sci, 2023, 66(11): 210102, doi: 10.1007/s11432-022-3700-8
Special Focus on Deep Learning for Computer Vision (2022)
SCIS Selected Articles on Deep Learning for Computer Vision (DLCV)
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Cited in SCI: 8
Prototype-based classifier learning for long-tailed visual recognition
Wei, Xiu-Shen; Xu, Shu-Lin; Chen, Hao; Xiao, Liang; Peng, Yuxin
Sci China Inf Sci, 2022, 65(6): 160105
Keywords: long-tailed distribution; categorical prototype; classifier generation; classifier calibration; class imbalance
Cite as: Wei X-S, Xu S-L, Chen H, et al. Prototype-based classifier learning for long-tailed visual recognition. Sci China Inf Sci, 2022, 65(6): 160105, doi: 10.1007/s11432-021-3489-1
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Heterogeneous memory enhanced graph reasoning network for cross-modal retrieval
Ji, Zhong; Chen, Kexin; He, Yuqing; Pang, Yanwei; Li, Xuelong
Sci China Inf Sci, 2022, 65(7): 172104
Keywords: cross-modal retrieval; graph reasoning; memory network; visual semantic embedding; image-text retrieval; video-text retrieval
Cite as: Ji Z, Chen K X, He Y Q, et al. Heterogeneous memory enhanced graph reasoning network for cross-modal retrieval. Sci China Inf Sci, 2022, 65(7): 172104, doi: 10.1007/s11432-021-3367-y
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On learning the right attention point for feature enhancement
Lin, Liqiang; Huang, Pengdi; Fu, Chi-Wing; Xu, Kai; Zhang, Hao; Huang, Hui
Sci China Inf Sci, 2023, 66(1): 112107
Keywords: point convolution; feature enhancement; attention point; deep neural network
Cite as: Lin L Q, Huang P D, Fu C-W, et al. On learning the right attention point for feature enhancement. Sci China Inf Sci, 2023, 66(1): 112107, doi: 10.1007/s11432-021-3431-9
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Augmented FCN: rethinking context modeling for semantic segmentation
Zhang, Dong; Zhang, Liyan; Tang, Jinhui
Sci China Inf Sci, 2023, 66(4): 142105
Keywords: semantic segmentation; context modeling; long-range dependencies; attention mechanism
Cite as: Zhang D, Zhang L Y, Tang J H. Augmented FCN: rethinking context modeling for semantic segmentation. Sci China Inf Sci, 2023, 66(4): 142105, doi: 10.1007/s11432-021-3590-1
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Cited in SCI: 6
Deep graph learning for spatially-varying indoor lighting prediction
Bai, Jiayang; Guo, Jie; Wang, Chenchen; Chen, Zhenyu; He, Zhen; Yang, Shan; Yu, Piaopiao; Zhang, Yan; Guo, Yanwen
Sci China Inf Sci, 2023, 66(3): 132106
Keywords: lighting; graph learning; augmented reality; spherical Gaussians; rendering
Cite as: Bai J Y, Guo J, Wang C C, et al. Deep graph learning for spatially-varying indoor lighting prediction. Sci China Inf Sci, 2023, 66(3): 132106, doi: 10.1007/s11432-022-3576-9
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Siamese transformer with hierarchical concept embedding for fine-grained image recognition
Lyu, Yilin; Jing, Liping; Wang, Jiaqi; Guo, Mingzhe; Wang, Xinyue; Yu, Jian
Sci China Inf Sci, 2023, 66(3): 132107
Keywords: fine-grained image recognition; transformer; hierarchical concept embedding; adaptive sampling; Siamese network
Cite as: Lyu Y L, Jing L P, Wang J Q, et al. Siamese transformer with hierarchical concept embedding for fine-grained image recognition. Sci China Inf Sci, 2023, 66(3): 132107, doi: 10.1007/s11432-022-3586-y
Special Topic: Deep Learning for Computer Vision (2023)
SCIS Selected Articles on Deep Learning for Computer Vision (DLCV)
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A meaningful learning method for zero-shot semantic segmentation
Liu, Xianglong; Bai, Shihao; An, Shan; Wang, Shuo; Liu, Wei; Zhao, Xiaowei; Ma, Yuqing
Sci China Inf Sci, 2023, 66(11): 210103
Keywords: meaningful learning; zero-shot learning; semantic segmentation; conjugate conceptual correlation; fast-slow conceptual modulator
Cite as: Liu X L, Bai S H, An S, et al. A meaningful learning method for zero-shot semantic segmentation. Sci China Inf Sci, 2023, 66(11): 210103, doi: 10.1007/s11432-022-3748-5
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Unpaired remote sensing image super-resolution with content-preserving weak supervision neural network
Wu, Jie; Cong, Runmin; Fang, Leyuan; Guo, Chunle; Zhang, Bob; Ghamisi, Pedram
Sci China Inf Sci, 2023, 66(1): 119105
Keywords: deep learning; remote sensing images; super-resolution; unpaired training; weak supervision
Cite as: Wu J, Cong R M, Fang L Y, et al. Unpaired remote sensing image super-resolution with content-preserving weak supervision neural network. Sci China Inf Sci, 2023, 66(1): 119105, doi: 10.1007/s11432-021-3575-1
Special Topic: Deep Learning for Computer Vision (2023)
SCIS Selected Articles on Deep Learning for Computer Vision (DLCV)
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Cited in SCI: 5
Keywords: domain adaptation; pseudo label; mutual supervision; cross-modality; image segmentation
Cite as: Chen Y J, Yang X, Bai X. Confidence-weighted mutual supervision on dual networks for unsupervised cross-modality image segmentation. Sci China Inf Sci, 2023, 66(11): 210104, doi: 10.1007/s11432-022-3871-0
Special Focus on Deep Learning for Computer Vision (2022)
SCIS Selected Articles on Deep Learning for Computer Vision (DLCV)
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Cited in SCI: 4
Human-object interaction detection via interactive visual-semantic graph learning
Wu, Tongtong; Duan, Fuqing; Chang, Liang; Lu, Ke
Sci China Inf Sci, 2022, 65(6): 160108
Keywords: human-object interaction; context modeling; graph learning; interactive graph; visual-semantic graph
Cite as: Wu T T, Duan F Q, Chang L, et al. Human-object interaction detection via interactive visual-semantic graph learning. Sci China Inf Sci, 2022, 65(6): 160108, doi: 10.1007/s11432-021-3427-2
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TinyDet: accurately detecting small objects within 1 GFLOPs
Chen, Shaoyu; Cheng, Tianheng; Fang, Jiemin; Zhang, Qian; Li, Yuan; Liu, Wenyu; Wang, Xinggang
Sci China Inf Sci, 2023, 66(1): 119102
Keywords: small object detection; lightweight networ; generic object detection; Tiny AI; high resolution
Cite as: Chen S Y, Cheng T H, Fang J M, et al. TinyDet: accurately detecting small objects within 1 GFLOPs. Sci China Inf Sci, 2023, 66(1): 119102, doi: 10.1007/s11432-021-3504-4
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RGB oralscan video-based orthodontic treatment monitoring
Tian, Yan; Fu, Hanshi; Wang, Hao; Liu, Yuqi; Xu, Zhaocheng; Chen, Hong; Li, Jianyuan; Wang, Ruili
Sci China Inf Sci, 2024, 67(1): 112107
Keywords: digital dentistry; object 6D pose estimation; deep learning; computer vision
Cite as: Tian Y, Fu H S, Wang H, et al. RGB oralscan video-based orthodontic treatment monitoring. Sci China Inf Sci, 2024, 67(1): 112107, doi: 10.1007/s11432-023-3847-x
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VNet: a versatile network to train real-time semantic segmentation models on a single GPU
Li, Wenxing; Lin, Ning; Zhang, Mingzhe; Lu, Hang; Chen, Xiaoming; Li, Xiaowei
Sci China Inf Sci, 2022, 65(3): 139105
Keywords: efficiency; machine learning; real-time systems; segmentation; light-weight
Cite as: Li W X, Lin N, Zhang M Z, et al. VNet: a versatile network to train real-time semantic segmentation models on a single GPU. Sci China Inf Sci, 2022, 65(3): 139105, doi: 10.1007/s11432-020-2971-8
Special Focus on Deep Learning for Computer Vision (2022)
SCIS Selected Articles on Deep Learning for Computer Vision (DLCV)
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HAPNet: a head-aware pedestrian detection network associated with the affinity field
Ding, Jiali; Liu, Tie; Zhao, Yun; Yuan, Zejian; Shang, Yuanyuan
Sci China Inf Sci, 2022, 65(6): 160102
Keywords: pedestrian detection; head detection; head-aware pedestrian network; affinity module; occlusion
Cite as: Ding J L, Liu T, Zhao Y, et al. HAPNet: a head-aware pedestrian detection network associated with the affinity field. Sci China Inf Sci, 2022, 65(6): 160102, doi: 10.1007/s11432-021-3300-2
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Indoor layout programming via virtual navigation detectors
Fu, Qiang; Fu, Hongbo; Deng, Zhigang; Li, Xueming
Sci China Inf Sci, 2022, 65(8): 189101
Keywords: 3d modeling; indoor scene synthesis; layout programming; indoor navigation; deep reinforcement learning
Cite as: Fu Q, Fu H B, Deng Z G, et al. Indoor layout programming via virtual navigation detectors. Sci China Inf Sci, 2022, 65(8): 189101, doi: 10.1007/s11432-019-2930-x
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Difficulty-aware bi-network with spatial attention constrained graph for axillary lymph node segmentation
Xu, Qing; Xi, Xiaoming; Meng, Xianjing; Qin, Zheyun; Nie, Xiushan; Wu, Yongjian; Zhou, Dongsheng; Qu, Yi; Li, Chenglong; Yin, Yilong
Sci China Inf Sci, 2022, 65(9): 192102
Keywords: ultrasound image; axillary lymph nodes segmentation; difficulty-aware segmentation; graph with spatial attention
Cite as: Xu Q, Xi X M, Meng X J, et al. Difficulty-aware bi-network with spatial attention constrained graph for axillary lymph node segmentation. Sci China Inf Sci, 2022, 65(9): 192102, doi: 10.1007/s11432-020-3079-8
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Repeatable adaptive keypoint detection via self-supervised learning
Yan, Pei; Tan, Yihua; Tai, Yuan
Sci China Inf Sci, 2022, 65(11): 212103
Keywords: keypoint detection; convolutional neural network; image matching; self-supervised learning; repeatable
Cite as: Yan P, Tan Y H, Tai Y. Repeatable adaptive keypoint detection via self-supervised learning. Sci China Inf Sci, 2022, 65(11): 212103, doi: 10.1007/s11432-021-3364-5
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Keywords: multimodal brain imaging correlation; sparse multiview canonical correlation analysis; task imbalance; adaptive loss balancing; graph-group penalty
Cite as: Du L, Wang H A, Zhang J, et al. Adaptive structured sparse multiview canonical correlation analysis for multimodal brain imaging association identification. Sci China Inf Sci, 2023, 66(4): 142106, doi: 10.1007/s11432-021-3589-5
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Cited in SCI: 3
Keywords: single-image reconstruction; geometric prior; user interaction; multi-plane optimization; convolutional neural network
Cite as: Wang W, Dong Q L, Hu Z Y. ASPPR: active single-image piecewise planar 3D reconstruction based on geometric priors. Sci China Inf Sci, 2023, 66(7): 174101, doi: 10.1007/s11432-022-3631-6
Special Topic: Deep Learning for Computer Vision (2023)
SCIS Selected Articles on Deep Learning for Computer Vision (DLCV)
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An end-to-end network for co-saliency detection in one single image
Yue, Yuanhao; Zou, Qin; Yu, Hongkai; Wang, Qian; Wang, Zhongyuan; Wang, Song
Sci China Inf Sci, 2023, 66(11): 210101
Keywords: saliency detection; convolutional neural network; regional feature mapping; co-saliency detection; deep learning
Cite as: Yue Y H, Zou Q, Yu H K, et al. An end-to-end network for co-saliency detection in one single image. Sci China Inf Sci, 2023, 66(11): 210101, doi: 10.1007/s11432-022-3686-1
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AR-CNN: an attention ranking network for learning urban perception
Li, Zhetao; Chen, Ziwen; Zheng, Wei-Shi; Oh, Sangyoon; Nguyen, Kien
Sci China Inf Sci, 2022, 65(1): 112104
Keywords: ranking network; urban perception; attribute learning; attention network; colour and texture
Cite as: Li Z T, Chen Z W, Zheng W-S, et al. AR-CNN: an attention ranking network for learning urban perception. Sci China Inf Sci, 2022, 65(1): 112104, doi: 10.1007/s11432-019-2899-9
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Automatic image matting and fusing for portrait synthesis
Yi, Zhike; Song, Wenfeng; Li, Shuai; Hao, Aimin
Sci China Inf Sci, 2022, 65(2): 124101
Keywords: neural network; automatic image matting; image fusion; deep learning; gradient domain
Cite as: Yi Z K, Song W F, Li S, et al. Automatic image matting and fusing for portrait synthesis. Sci China Inf Sci, 2022, 65(2): 124101, doi: 10.1007/s11432-021-3279-y
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Keywords: anomaly detection; dual-encoder single-decoder network; reverse erasure; compact feature representation; deep support vector data description
Cite as: Zhong Y H, Chen X, Jiang J Y, et al. Reverse erasure guided spatio-temporal autoencoder with compact feature representation for video anomaly detection. Sci China Inf Sci, 2022, 65(9): 194101, doi: 10.1007/s11432-021-3444-9
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A novel vision-based multi-task robotic grasp detection method for multi-object scenes
Song, Yanan; Gao, Liang; Li, Xinyu; Shen, Weiming; Peng, Kunkun
Sci China Inf Sci, 2022, 65(12): 222104
Keywords: robotic grasp detection; multi-object scene; object detection; grasp matching strategy; deep learning
Cite as: Song Y N, Gao L, Li X Y, et al. A novel vision-based multi-task robotic grasp detection method for multi-object scenes. Sci China Inf Sci, 2022, 65(12): 222104, doi: 10.1007/s11432-021-3558-y
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Model-guided 3D stitching for augmented virtual environment
Zhou, Zhong; Meng, Ming; Zhou, Yi; Zhu, Zhe; You, Jingdi
Sci China Inf Sci, 2023, 66(1): 112106
Keywords: 3D stitching; video model; multiple video visualization; augmented virtual environment
Cite as: Zhou Z, Meng M, Zhou Y, et al. Model-guided 3D stitching for augmented virtual environment. Sci China Inf Sci, 2023, 66(1): 112106, doi: 10.1007/s11432-021-3323-2
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Reflectance edge guided networks for detail-preserving intrinsic image decomposition
Li, Quewei; Guo, Jie; Wu, Zhengyi; Fei, Yang; Guo, Yanwen
Sci China Inf Sci, 2023, 66(2): 122105
Keywords: intrinsic image decomposition; detail-preserving; reflectance edges
Cite as: Li Q W, Guo J, Wu Z Y, et al. Reflectance edge guided networks for detail-preserving intrinsic image decomposition. Sci China Inf Sci, 2023, 66(2): 122105, doi: 10.1007/s11432-021-3481-3
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Keywords: person re-identification; noise label; camera variation; clustering; deep learning
Cite as: Chen Y Y, Fan Z Y, Chen S N, et al. Improving pseudo-labeling with reliable inter-camera distance encouragement for unsupervised person re-identification. Sci China Inf Sci, 2023, 66(5): 152103, doi: 10.1007/s11432-022-3628-y
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Hybrid3D: learning 3D hybrid features with point clouds and multi-view images for point cloud registration
Yang, Bangbang; Huang, Zhaoyang; Li, Yijin; Zhou, Han; Li, Hongsheng; Zhang, Guofeng; Bao, Hujun
Sci China Inf Sci, 2023, 66(7): 172101
Keywords: point cloud registration; cross-modal feature fusion; multi-view feature fusion; computer vision; deep learning
Cite as: Yang B B, Huang Z Y, Li Y J, et al. Hybrid3D: learning 3D hybrid features with point clouds and multi-view images for point cloud registration. Sci China Inf Sci, 2023, 66(7): 172101, doi: 10.1007/s11432-022-3604-6
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Rethinking attribute localization for zero-shot learning
Chen, Shuhuang; Chen, Shiming; Xie, Guo-Sen; Shu, Xiangbo; You, Xinge; Li, Xuelong
Sci China Inf Sci, 2024, 67(7): 172103
Keywords: zero-shot learning; attention mechanism; attribute localization; image classification
Cite as: Chen S H, Chen S M, Xie G-S, et al. Rethinking attribute localization for zero-shot learning. Sci China Inf Sci, 2024, 67(7): 172103, doi: 10.1007/s11432-023-4051-9
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Keywords: video pose estimation; self-adjustable hyper-graph; spatial-temporal subspace exploration; maximum matching subspace operator; action pattern
Cite as: Ma J Z, Li S, Qin H, et al. Self-adjustable hyper-graphs for video pose estimation based on spatial-temporal subspace construction. Sci China Inf Sci, 2022, 65(3): 139101, doi: 10.1007/s11432-019-2869-x
Special Focus on Deep Learning for Computer Vision (2022)
SCIS Selected Articles on Deep Learning for Computer Vision (DLCV)
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NEWS & VIEWS
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Comprehensive benchmark datasets for Amharic scene text detection and recognition
DIKUBAB, Wondimu; LIANG, Dingkang; LIAO, Minghui; BAI, Xiang
Sci China Inf Sci, 2022, 65(6): 160106
Keywords: Amharic script; scene text; text detection; text recognition; Amharic text
Cite as: Dikubab W, Liang D K, Liao M H, et al. Comprehensive benchmark datasets for Amharic scene text detection and recognition. Sci China Inf Sci, 2022, 65(6): 160106, doi: 10.1007/s11432-021-3447-9
Special Focus on Deep Learning for Computer Vision (2022)
SCIS Selected Articles on Deep Learning for Computer Vision (DLCV)
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Few-shot font style transfer with multiple style encoders
Zhang, Kejun; Zhang, Rui; Wu, Yonglin; Li, Yifei; Ling, Yonggen; Wang, Bolin; Sun, Lingyun; Li, Yingming
Sci China Inf Sci, 2022, 65(6): 160109
Keywords: font generation; image-to-image translation; generative adversarial network; multi-task learning; font fusion; style transfer
Cite as: Zhang K J, Zhang R, Wu Y L, et al. Few-shot font style transfer with multiple style encoders. Sci China Inf Sci, 2022, 65(6): 160109, doi: 10.1007/s11432-021-3435-8
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Keywords: reconstructing fluids; editing fluids; monocular videos; adaptive multilayer external force guiding model; generation and extinction model
Cite as: Nie X Y, Hu Y, Shen X K, et al. Reconstructing and editing fluids using the adaptive multilayer external force guiding model. Sci China Inf Sci, 2022, 65(11): 212102, doi: 10.1007/s11432-020-3322-x
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Image co-segmentation based on pyramid features cross-correlation network
Chen, Jia; Chen, Yasong; Li, Weihao; Liu, Zhi; Liu, Sannyuya; Yang, Zongkai
Sci China Inf Sci, 2023, 66(1): 119101
Keywords: image co-segmentation; pyramid features; deep learning; pair-wise manner; VGG16
Cite as: Chen J, Chen Y S, Li W H, et al. Image co-segmentation based on pyramid features cross-correlation network. Sci China Inf Sci, 2023, 66(1): 119101, doi: 10.1007/s11432-021-3515-6
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Learning cross-modal interaction for RGB-T tracking
Xu, Chunyan; Cui, Zhen; Wang, Chaoqun; Zhou, Chuanwei; Yang, Jian
Sci China Inf Sci, 2023, 66(1): 119103
Keywords: RGB-T tracking; cross-modal interaction; pixel-level correlation; relation-level correlation; visual object tracking
Cite as: Xu C Y, Cui Z, Wang C Q, et al. Learning cross-modal interaction for RGB-T tracking. Sci China Inf Sci, 2023, 66(1): 119103, doi: 10.1007/s11432-021-3518-y
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BiTGAN: bilateral generative adversarial networks for Chinese ink wash painting style transfer
He, Xiao; Zhu, Mingrui; Wang, Nannan; Wang, Xiaoyu; Gao, Xinbo
Sci China Inf Sci, 2023, 66(1): 119104
Keywords: Chinese ink wash painting; image style transfer; image-to-image translation; generative adversarial networks; GAN; bilateral-generator
Cite as: He X, Zhu M R, Wang N N, et al. BiTGAN: bilateral generative adversarial networks for Chinese ink wash painting style transfer. Sci China Inf Sci, 2023, 66(1): 119104, doi: 10.1007/s11432-022-3541-x
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Difficulty-aware prior-guided hierarchical network for adaptive segmentation of breast tumors
Hussain, Sumaira; Xi, Xiaoming; Ullah, Inam; Naim, Syeda Wajiha; Shaheed, Kashif; Tian, Cuihuan; Yin, Yilong
Sci China Inf Sci, 2023, 66(2): 122104
Keywords: breast tumor; ultrasound image segmentation; deep neural network; difficulty-awareness
Cite as: Hussain S, Xi X M, Ullah I, et al. Difficulty-aware prior-guided hierarchical network for adaptive segmentation of breast tumors. Sci China Inf Sci, 2023, 66(2): 122104, doi: 10.1007/s11432-021-3340-y
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NeuralReshaper: single-image human-body retouching with deep neural networks
Chen, Beijia; Shen, Yuefan; Fu, Hongbo; Chen, Xiang; Zhou, Kun; Zheng, Youyi
Sci China Inf Sci, 2023, 66(9): 199101
Keywords: image manipulation; human-body reshaping; deep neural networks; generative adversarial network; self-supervised learning
Cite as: Chen B J, Shen Y F, Fu H B, et al. NeuralReshaper: single-image human-body retouching with deep neural networks. Sci China Inf Sci, 2023, 66(9): 199101, doi: 10.1007/s11432-022-3675-1
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Scene text recognition via dual character counting-aware visual and semantic modeling network
Xiao, Ke; Zhu, Anna; Iwana, Brian Kenji; Liu, Cheng-Lin
Sci China Inf Sci, 2024, 67(3): 139101
Keywords: scene text recognition; language model; document analysis; deep learning; attention mechanism
Cite as: Xiao K, Zhu A N, K Iwana B K, et al. Scene text recognition via dual character counting-aware visual and semantic modeling network. Sci China Inf Sci, 2024, 67(3): 139101, doi: 10.1007/s11432-023-3935-8
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Retrieval-and-alignment based large-scale indoor point cloud semantic segmentation
Xu, Zongyi; Huang, Xiaoshui; Yuan, Bo; Wang, Yangfu; Zhang, Qianni; Li, Weisheng; Gao, Xinbo
Sci China Inf Sci, 2024, 67(4): 142104
Keywords: point cloud semantic segmentation; large-scale indoor point clouds; point cloud alignment; overlap estimation; label transfer
Cite as: Xu Z Y, Huang X S, Yuan B, et al. Retrieval-and-alignment based large-scale indoor point cloud semantic segmentation. Sci China Inf Sci, 2024, 67(4): 142104, doi: 10.1007/s11432-022-3928-x
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SAM3D: zero-shot 3D object detection via the segment anything model
Zhang, Dingyuan; Liang, Dingkang; Yang, Hongcheng; Zou, Zhikang; Ye, Xiaoqing; Liu, Zhe; Bai, Xiang
Sci China Inf Sci, 2024, 67(4): 149101
Keywords: Zero-shot 3D Object Detection; Foundation Model; Segment Anything Model; BEV Perception; Segmentation
Cite as: Zhang D Y, Liang D K, Yang H C, et al. SAM3D: zero-shot 3D object detection via the segment anything model. Sci China Inf Sci, 2024, 67(4): 149101, doi: 10.1007/s11432-023-3943-6
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3DPF-FBN: video inpainting by jointly 3D-patch filling and neural network refinement
Huang, Yan; Yang, Chuanchuan; Chen, Zhangyuan
Sci China Inf Sci, 2022, 65(7): 179103
Keywords: video inpainting; patch-based searching; optical flow; neural network; refinement
Cite as: Huang Y, Yang C C, Chen Z Y. 3DPF-FBN: video inpainting by jointly 3D-patch filling and neural network refinement. Sci China Inf Sci, 2022, 65(7): 179103, doi: 10.1007/s11432-019-2956-6
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Keywords: hyperspectral image; anomaly detection; extended morphological attribute profile; mass esti- mation; half-space tree
Cite as: Huang J, Li X L. Ensemble of half-space trees for hyperspectral anomaly detection. Sci China Inf Sci, 2022, 65(9): 192103, doi: 10.1007/s11432-021-3310-x
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An energy constraint position-based dynamics with corrected SPH kernel
Cao, Wei; Lyu, Luan; Yang, Zhixin; Wu, Enhua
Sci China Inf Sci, 2023, 66(1): 112108
Keywords: position-based dynamics; deformable solids; continuum mechanics
Cite as: Cao W, Lyu L, Yang Z X, et al. An energy constraint position-based dynamics with corrected SPH kernel. Sci China Inf Sci, 2023, 66(1): 112108, doi: 10.1007/s11432-021-3464-2
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MOOP
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A unified user behavior model for trajectory-based tasks with different types of path constraints
Zhang, Hao; Huang, Jin; Tu, Huawei; Tian, Feng; Dai, Guozhong; Wang, Hongan
Sci China Inf Sci, 2023, 66(10): 204101
Keywords: human-computer interaction; user behavior modeling; artificial potential field; trajectory-based task; trajectory predicting
Cite as: Zhang H, Huang J, Tu H W, et al. A unified user behavior model for trajectory-based tasks with different types of path constraints. Sci China Inf Sci, 2023, 66(10): 204101, doi: 10.1007/s11432-023-3779-5
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Meta label associated loss for fine-grained visual recognition
Li, Yanchao; Xiao, Fu; Li, Hao; Li, Qun; Yu, Shui
Sci China Inf Sci, 2024, 67(6): 162102
Keywords: label associated loss; weighting noisy samples; fine-grained visual recognition; noise-tolerant learning; meta-learning
Cite as: Li Y C, Xiao F, Li H, et al. Meta label associated loss for fine-grained visual recognition. Sci China Inf Sci, 2024, 67(6): 162102, doi: 10.1007/s11432-023-3922-2
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Pyramid-resolution person restoration for cross-resolution person re-identification
Peng, Chunlei; Wang, Bo; Liu, Decheng; Wang, Nannan; Gao, Xinbo
Sci China Inf Sci, 2024, 67(6): 169101
Keywords: pyramid-resolution; cross-resolution person ReID; image restoration; feature distance fusion; multi-resolution person ReID
Cite as: Peng C L, Wang B, Liu D C, et al. Pyramid-resolution person restoration for cross-resolution person re-identification. Sci China Inf Sci, 2024, 67(6): 169101, doi: 10.1007/s11432-023-4023-y
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Keywords: video portrait segmentation; imbalanced motion; unsupervised part decoupling; motion correlation; inter-frame attention
Cite as: Yu T S, Xia C Q, Li J. Towards imbalanced motion: part-decoupling network for video portrait segmentation. Sci China Inf Sci, 2024, 67(7): 172104, doi: 10.1007/s11432-023-4030-y
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SeeMore: a spatiotemporal predictive model with bidirectional distillation and level-specific meta-adaptation
Ma, Yuqing; Liu, Wei; Gao, Yajun; Yuan, Yang; Bai, Shihao; Qin, Haotong; Liu, Xianglong
Sci China Inf Sci, 2024, 67(8): 182104
Keywords: spatiotemporal predictive learning; knowledge transfer; bidirectional distillation network; level-specific meta-adapter; coarse-to-fine training
Cite as: Ma Y Q, Liu W, Gao Y J, et al. SeeMore: a spatiotemporal predictive model with bidirectional distillation and level-specific meta-adaptation. Sci China Inf Sci, 2024, 67(8): 182104, doi: 10.1007/s11432-022-3859-8
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Wavelet-domain feature decoupling for weakly supervised multi-object tracking
Li, Yu-Lei; Yan, Yan; Lu, Yang; Wang, Hanzi
Sci China Inf Sci, 2024, 67(8): 189102
Keywords: multi-object tracking; weakly supervised learning; feature-decoupling transformer; noisy intermediate features; well-refined embedding features
Cite as: Li Y-L, Yan Y, Lu Y, et al. Wavelet-domain feature decoupling for weakly supervised multi-object tracking. Sci China Inf Sci, 2024, 67(8): 189102, doi: 10.1007/s11432-022-4097-y
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Relative difficulty distillation for semantic segmentation
Liang, Dong; Sun, Yue; Du, Yun; Chen, Songcan; Huang, Sheng-Jun
Sci China Inf Sci, 2024, 67(9): 192105
Keywords: knowledge distillation; semantic segmentation; relative difficulty; sample weighting; prediction discrepancy
Cite as: Liang D, Sun Y, Du Y, et al. Relative difficulty distillation for semantic segmentation. Sci China Inf Sci, 2024, 67(9): 192105, doi: 10.1007/s11432-023-4061-2
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Saliency-guided meta-hallucinator for few-shot learning
Zhang, Hongguang; Liu, Chun; Wang, Jiandong; Ma, Linru; Koniusz, Piotr; Torr, Philip H. S.; Yang, Lin
Sci China Inf Sci, 2024, 67(10): 202103
Keywords: few-shot learning; saliency detection; object recognition; anomaly detection; computer vision
Cite as: Zhang H G, Liu C, Wang J D, et al. Saliency-guided meta-hallucinator for few-shot learning. Sci China Inf Sci, 2024, 67(10): 202103, doi: 10.1007/s11432-023-4113-1
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Robust video question answering via contrastive cross-modality representation learning
Yang, Xun; Zeng, Jianming; Guo, Dan; Wang, Shanshan; Dong, Jianfeng; Wang, Meng
Sci China Inf Sci, 2024, 67(10): 202104
Keywords: video question answering; cross-modality fusion; contrastive learning; cross-media reasoning
Cite as: Yang X, Zeng J M, Guo D, et al. Robust video question answering via contrastive cross-modality representation learning. Sci China Inf Sci, 2024, 67(10): 202104, doi: 10.1007/s11432-023-4084-6
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PointSmile: point self-supervised learning via curriculum mutual information
Li, Xin; Wei, Mingqiang; Chen, Songcan
Sci China Inf Sci, 2024, 67(11): 212104
Keywords: PointSmile; self-supervised learning; curriculum mutual information; point cloud; representation learning
Cite as: Li X, Wei M Q, Chen S C. PointSmile: point self-supervised learning via curriculum mutual information. Sci China Inf Sci, 2024, 67(11): 212104, doi: 10.1007/s11432-023-4085-9
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PERSPECTIVE
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Keywords: computational imaging; embodied AI; generative AI; microscopic imaging; time-domain astronomy
Cite as: Chen B Q, Lin Z C, Xi P, et al. Embodied computational imaging: a new paradigm for observing and analyzing spatiotemporally ultrasensitive phenomena at multiple scales. Sci China Inf Sci, 2024, 67(11): 216101, doi: 10.1007/s11432-024-4121-0
Special Topic: Large Multimodal Models
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How far are we to GPT-4V? Closing the gap to commercial multimodal models with open-source suites
Chen, Zhe; Wang, Weiyun; Tian, Hao; Ye, Shenglong; Gao, Zhangwei; Cui, Erfei; Tong, Wenwen; Hu, Kongzhi; Luo, Jiapeng; Ma, Zheng; Ma, Ji; Wang, Jiaqi; Dong, Xiaoyi; Yan, Hang; Guo, Hewei; He, Conghui; Shi, Botian; Jin, Zhenjiang; Xu, Chao; Wang, Bin; Wei, Xingjian; Li, Wei; Zhang, Wenjian; Zhang, Bo; Cai, Pinlong; Wen, Licheng; Yan, Xiangchao; Dou, Min; Lu, Lewei; Zhu, Xizhou; Lu, Tong; Lin, Dahua; Qiao, Yu; Dai, Jifeng; Wang, Wenhai
Sci China Inf Sci, 2024, 67(12): 220101
Keywords: multimodal model; open-source; vision encoder; dynamic resolution; bilingual dataset; LMM
Cite as: Chen Z, Wang W Y, Tian H, et al. How far are we to GPT-4V? Closing the gap to commercial multimodal models with open-source suites. Sci China Inf Sci, 2024, 67(12): 220101, doi: 10.1007/s11432-024-4231-5
Special Topic: Large Multimodal Models
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OCRBench: on the hidden mystery of OCR in large multimodal models
Liu, Yuliang; Li, Zhang; Huang, Mingxin; Yang, Biao; Yu, Wenwen; Li, Chunyuan; Yin, Xu-Cheng; Liu, Cheng-Lin; Jin, Lianwen; Bai, Xiang
Sci China Inf Sci, 2024, 67(12): 220102
Keywords: large multimodal model; LMM; OCR; text recognition; scene text-centric VQA; document-oriented VQA; key information extraction; handwritten mathematical expression recognition
Cite as: Liu Y L, Li Z, Huang M X, et al. OCRBench: on the hidden mystery of OCR in large multimodal models. Sci China Inf Sci, 2024, 67(12): 220102, doi: 10.1007/s11432-024-4235-6
Special Topic: Large Multimodal Models
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MMInstruct: a high-quality multi-modal instruction tuning dataset with extensive diversity
Liu, Yangzhou; Cao, Yue; Gao, Zhangwei; Wang, Weiyun; Chen, Zhe; Wang, Wenhai; Tian, Hao; Lu, Lewei; Zhu, Xizhou; Lu, Tong; Qiao, Yu; Dai, Jifeng
Sci China Inf Sci, 2024, 67(12): 220103
Keywords: instruction tuning; multi-modal; multi-domain; dataset; vision large language model; LMM
Cite as: Liu Y Z, Cao Y, Gao Z W, et al. MMInstruct: a high-quality multi-modal instruction tuning dataset with extensive diversity. Sci China Inf Sci, 2024, 67(12): 220103, doi: 10.1007/s11432-024-4187-3
Special Topic: Large Multimodal Models
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Woodpecker: hallucination correction for multimodal large language models
Yin, Shukang; Fu, Chaoyou; Zhao, Sirui; Xu, Tong; Wang, Hao; Sui, Dianbo; Shen, Yunhang; Li, Ke; Sun, Xing; Chen, Enhong
Sci China Inf Sci, 2024, 67(12): 220105
Keywords: multimodal learning; multimodal large language models; hallucination correction; large language models; vision and language; LMM
Cite as: Yin S K, Fu C Y, Zhao S R, et al. Woodpecker: hallucination correction for multimodal large language models. Sci China Inf Sci, 2024, 67(12): 220105, doi: 10.1007/s11432-024-4251-x
Special Topic: Large Multimodal Models
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DocPedia: unleashing the power of large multimodal model in the frequency domain for versatile document understanding
Feng, Hao; Liu, Qi; Liu, Hao; Tang, Jingqun; Zhou, Wengang; Li, Houqiang; Huang, Can
Sci China Inf Sci, 2024, 67(12): 220106
Keywords: document understanding; large multimodal model; LMM; OCR-free; high-resolution; frequency
Cite as: Feng H, Liu Q, Liu H, et al. DocPedia: unleashing the power of large multimodal model in the frequency domain for versatile document understanding. Sci China Inf Sci, 2024, 67(12): 220106, doi: 10.1007/s11432-024-4250-y
Special Topic: Large Multimodal Models
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Modality-experts coordinated adaptation for large multimodal models
Zhang, Yan; Ji, Zhong; Pang, Yanwei; Han, Jungong; Li, Xuelong
Sci China Inf Sci, 2024, 67(12): 220107
Keywords: large multimodal model; LMM; multimodal learning; vision-language pretraining; parameter-efficient fine-tuning; adapter; modality expert
Cite as: Zhang Y, Ji Z, Pang Y W, et al. Modality-experts coordinated adaptation for large multimodal models. Sci China Inf Sci, 2024, 67(12): 220107, doi: 10.1007/s11432-024-4234-4
Special Topic: Large Multimodal Models
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COMET: "cone of experience" enhanced large multimodal model for mathematical problem generation
Liu, Sannyuya; Feng, Jintian; Yang, Zongkai; Luo, Yawei; Wan, Qian; Shen, Xiaoxuan; Sun, Jianwen
Sci China Inf Sci, 2024, 67(12): 220108
Keywords: mathematical problem generation; mathematical problem solving; large multimodal model; LMM; educational application; smart education
Cite as: Liu S N Y, Feng J T, Yang Z K, et al. COMET: "cone of experience" enhanced large multimodal model for mathematical problem generation. Sci China Inf Sci, 2024, 67(12): 220108, doi: 10.1007/s11432-024-4242-0
Special Topic: Large Multimodal Models
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ChemDFM-X: towards large multimodal model for chemistry
Zhao, Zihan; Chen, Bo; Li, Jingpiao; Chen, Lu; Wen, Liyang; Wang, Pengyu; Zhu, Zichen; Zhang, Danyang; Li, Yansi; Dai, Zhongyang; Chen, Xin; Yu, Kai
Sci China Inf Sci, 2024, 67(12): 220109
Keywords: LMM; AI for Science; Instruction-Tuning; Cross-Modality; Chemistry
Cite as: Zhao Z H, Chen B, Li J P, et al. ChemDFM-X: towards large multimodal model for chemistry. Sci China Inf Sci, 2024, 67(12): 220109, doi: 10.1007/s11432-024-4243-0
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DcnnGrasp: towards accurate grasp pattern recognition with adaptive regularizer learning
Zhang, Xiaoqin; Huang, Ziwei; Zheng, Jingjing; Wang, Shuo; Jiang, Xianta
Sci China Inf Sci, 2024, 67(12): 229102
Keywords: grasp pattern recognition; computer vision; convolutional neural networks; deep learning; adaptive regularizer learning
Cite as: Zhang X Q, Huang Z W, Zheng J J, et al. DcnnGrasp: towards accurate grasp pattern recognition with adaptive regularizer learning. Sci China Inf Sci, 2024, 67(12): 229102, doi: 10.1007/s11432-022-4237-4
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Keywords: segment anything model; camouflaged object detection; boundary; prompt
Cite as: Zhang X Q, Yu Z N, Zhao L, et al. COMPrompter: reconceptualized segment anything model with multiprompt network for camouflaged object detection. Sci China Inf Sci, 2025, 68(1): 112104, doi: 10.1007/s11432-024-4233-9
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Multi-receptive field interaction network for shape from polarization
Peng, Yini; Liu, Rui; Zhang, Zhiyuan; Wang, Zhongyuan; Ma, Jiayi; Tian, Xin
Sci China Inf Sci, 2025, 68(1): 119102
Keywords: shape from polarization; 3D reconstruction; deep learning; multi-receptive field interaction; surface normal
Cite as: Peng Y N, Liu R, Zhang Z Y, et al. Multi-receptive field interaction network for shape from polarization. Sci China Inf Sci, 2025, 68(1): 119102, doi: 10.1007/s11432-024-4212-2
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Cited in SCI: 6
Keywords: multi-strategy optimization algorithm; sequence quadratic program; nonlinear equation system; multimodal optimization; multiple swarms optimization algorithm
Cite as: Liang J, Qu B Y, Li B L, et al. Locating multiple roots of nonlinear equation systems via multi-strategy optimization algorithm with sequence quadratic program. Sci China Inf Sci, 2022, 65(7): 179102, doi: 10.1007/s11432-019-2882-0
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Keywords: cloud computing; load balancing; auto-scalable; proof-of-work; fault-tolerant
Cite as: Feng X Q, Ma J F, Liu S B, et al. Auto-scalable and fault-tolerant load balancing mechanism for cloud computing based on the proof-of-work election. Sci China Inf Sci, 2022, 65(1): 112102, doi: 10.1007/s11432-020-2939-3
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Safety guarantee for time-delay systems with disturbances
Liu, Wenyou; Bai, Yunjun; Jiao, Li; Zhan, Naijun
Sci China Inf Sci, 2023, 66(3): 132102
Keywords: time-delay systems; delay differential equations; control barrier functionals; controllers; safety
Cite as: Liu W Y, Bai Y J, Jiao L, et al. Safety guarantee for time-delay systems with disturbances. Sci China Inf Sci, 2023, 66(3): 132102, doi: 10.1007/s11432-020-3266-6
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Monodirectional evolutional symport tissue P systems with channel states and cell division
Song, Bosheng; Li, Kenli; Zeng, Xiangxiang; Perez-Jimenez, Mario J.; Zandron, Claudio
Sci China Inf Sci, 2023, 66(3): 139104
Keywords: Bio-inspired computing; tissue P system; channel state; cell division; symport rule; antiport rule
Cite as: Song B S, Li K L, Zeng X X, et al. Monodirectional evolutional symport tissue P systems with channel states and cell division. Sci China Inf Sci, 2023, 66(3): 139104, doi: 10.1007/s11432-021-3478-8
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Massive self-organized shape formation in grid environments
Chu, Wenjie; Zhang, Wei; Zhao, Haiyan; Jin, Zhi; Mei, Hong
Sci China Inf Sci, 2022, 65(6): 164101
Keywords: shape formation; self-organization; artificial light field; multi-agent path planning; collective intelligence
Cite as: Chu W J, Zhang W, Zhao H Y, et al. Massive self-organized shape formation in grid environments. Sci China Inf Sci, 2022, 65(6): 164101, doi: 10.1007/s11432-021-3358-y
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Efficient distributed algorithms for holistic aggregation functions on random regular graphs
Jia, Lin; Hua, Qiang-Sheng; Fan, Haoqiang; Wang, Qiuping; Jin, Hai
Sci China Inf Sci, 2022, 65(5): 152101
Keywords: distributed algorithms; holistic aggregation function; random regular graph; congest model; communication complexity; round complexity
Cite as: Jia L, Hua Q-S, Fan H Q, et al. Efficient distributed algorithms for holistic aggregation functions on random regular graphs. Sci China Inf Sci, 2022, 65(5): 152101, doi: 10.1007/s11432-020-2996-2
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Improved kernels for triangle packing in tournaments
Yuan, Hanchun; Feng, Qilong; Wang, Jianxin
Sci China Inf Sci, 2023, 66(5): 152104
Keywords: tournaments; triangle packing; kernelization; fixed-parameter tractable; graph algorithms
Cite as: Yuan H C, Feng Q L, Wang J X. Improved kernels for triangle packing in tournaments. Sci China Inf Sci, 2023, 66(5): 152104, doi: 10.1007/s11432-021-3551-2
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On optimal streaming kernelization algorithms
Feng, Hao; Yang, Wei; Chen, Jianer
Sci China Inf Sci, 2024, 67(8): 189101
Keywords: streaming algorithm; kernelization algorithm; vertex cover; big data; space complexity
Cite as: Feng H, Yang W, Chen J E. On optimal streaming kernelization algorithms. Sci China Inf Sci, 2024, 67(8): 189101, doi: 10.1007/s11432-023-4080-3
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Optimizing local search-based partial MaxSAT solving via initial assignment prediction
Liu, Chanjuan; Liu, Guangyuan; Luo, Chuan; Cai, Shaowei; Lei, Zhendong; Zhang, Wenjie; Chu, Yi; Zhang, Guojing
Sci China Inf Sci, 2025, 68(2): 122101
Keywords: MaxSAT; local search; initial assignment; incomplete method; assignment prediction
Cite as: Liu C J, Liu G Y, Luo C, et al. Optimizing local search-based partial MaxSAT solving via initial assignment prediction. Sci China Inf Sci, 2025, 68(2): 122101, doi: 10.1007/s11432-023-3900-7
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Reveal training performance mystery between TensorFlow and PyTorch in the single GPU environment
Dai, Hulin; Peng, Xuan; Shi, Xuanhua; He, Ligang; Xiong, Qian; Jin, Hai
Sci China Inf Sci, 2022, 65(1): 112103
Keywords: deep learning; performance; comparison; tensorflow; pytorch
Cite as: Dai H L, Peng X, Shi X H, et al. Reveal training performance mystery between TensorFlow and PyTorch in the single GPU environment. Sci China Inf Sci, 2022, 65(1): 112103, doi: 10.1007/s11432-020-3182-1
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Keywords: blockchain; distributed systems; internet of value; challenges; development
Cite as: Jin H, Xiao J. Towards trustworthy blockchain systems in the era of “Internet of value”: development, challenges, and future trends. Sci China Inf Sci, 2022, 65(5): 153101, doi: 10.1007/s11432-020-3183-0
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Communication and performance evaluation of 3-ary n-cubes onto network-on-chips
Fan, Weibei; Fan, Jianxi; Zhang, Yujie; Han, Zhijie; Chen, Guoliang
Sci China Inf Sci, 2022, 65(7): 179101
Keywords: network-on-chip; 3-ary n-cube; topology mapping; wirelength; performance evaluation
Cite as: Fan W B, Fan J X, Zhang Y J, et al. Communication and performance evaluation of 3-ary n-cubes onto network-on-chips. Sci China Inf Sci, 2022, 65(7): 179101, doi: 10.1007/s11432-019-2794-9
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Hetu: a highly efficient automatic parallel distributed deep learning system
Miao, Xupeng; Nie, Xiaonan; Zhang, Hailin; Zhao, Tong; Cui, Bin
Sci China Inf Sci, 2023, 66(1): 117101
Keywords: deep learning; distributed system; artificial intelligence; parallel computing; machine learning
Cite as: Miao X P, Nie X N, Zhang H L, et al. Hetu: a highly efficient automatic parallel distributed deep learning system. Sci China Inf Sci, 2023, 66(1): 117101, doi: 10.1007/s11432-022-3581-9
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A self-tuning client-side metadata prefetching scheme for wide area network file systems
Wei, Bing; Xiao, Limin; Song, Yao; Qin, Guangjun; Zhu, Jinbin; Yan, Baicheng; Wang, Chaobo; Huo, Zhisheng
Sci China Inf Sci, 2022, 65(3): 132101
Keywords: wide area network file systems; multiple workloads; metadata prefetching; correlation-directed prefetching; directory-directed prefetching; self-tuning prefetching
Cite as: Wei B, Xiao L M, Song Y, et al. A self-tuning client-side metadata prefetching scheme for wide area network file systems. Sci China Inf Sci, 2022, 65(3): 132101, doi: 10.1007/s11432-019-2833-1
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Scheduling multi-tenant cloud workflow tasks with resource reliability
Li, Xiaoping; Pan, Dongyuan; Wang, Yadi; Ruiz, Ruben
Sci China Inf Sci, 2022, 65(9): 192106
Keywords: multi-tenancy; resource reliability; cloud computing; scheduling
Cite as: Li X P, Pan D Y, Wang Y D, et al. Scheduling multi-tenant cloud workflow tasks with resource reliability. Sci China Inf Sci, 2022, 65(9): 192106, doi: 10.1007/s11432-020-3295-2
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Stabilizing and boosting I/O performance for file systems with journaling on NVMe SSD
Qian, Lin; Tang, Bin; Ye, Baoliu; Wu, Jianyu; Wang, Xiaoliang; Lu, Sanglu
Sci China Inf Sci, 2022, 65(3): 132102
Keywords: journaling file systems; nvme ssd; microwrite merging; hash table; ceph
Cite as: Qian L, Tang B, Ye B L, et al. Stabilizing and boosting I/O performance for file systems with journaling on NVMe SSD. Sci China Inf Sci, 2022, 65(3): 132102, doi: 10.1007/s11432-019-2808-x
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SMAF: a secure and makespan-aware framework for executing serverless workflows
Zhang, Shuai; Guo, Yunfei; Guo, Zehua; Hu, Hongchao; Chen, Guozhen
Sci China Inf Sci, 2023, 66(3): 139105
Keywords: serverless computing; workflow scheduling; security; makespan; proactive Defense
Cite as: Zhang S, Guo Y F, Guo Z H, et al. SMAF: a secure and makespan-aware framework for executing serverless workflows. Sci China Inf Sci, 2023, 66(3): 139105, doi: 10.1007/s11432-021-3408-y
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A fully-customized dataflow engine for 3D earthquake simulation with a complex topography
Chen, Bingwei; Fu, Haohuan; Luk, Wayne; Yang, Guangwen
Sci China Inf Sci, 2022, 65(5): 152103
Keywords: reconfigurable computing; earthquake simulation; fpga; hardware-software co-design; architecture exploration
Cite as: Chen B W, Fu H H, Luk W, et al. A fully-customized dataflow engine for 3D earthquake simulation with a complex topography. Sci China Inf Sci, 2022, 65(5): 152103, doi: 10.1007/s11432-020-2976-5
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Accelerate distributed deep learning with cluster-aware sketch quantization
Ge, Keshi; Zhang, Yiming; Fu, Yongquan; Lai, Zhiquan; Deng, Xiaoge; Li, Dongsheng
Sci China Inf Sci, 2023, 66(6): 162102
Keywords: distributed training; deep learning; communication; sketch; quantization
Cite as: Ge K S, Zhang Y M, Fu Y Q, et al. Accelerate distributed deep learning with cluster-aware sketch quantization. Sci China Inf Sci, 2023, 66(6): 162102, doi: 10.1007/s11432-021-3532-8
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Keywords: constrained minimum weighted bipartite assignment; multi-objective energy-aware radio broadcast scheduling; evolutionary algorithms; dynamic resource allocation; aggregate local search
Cite as: Zhou Y P, Fan M J, Ma F F, et al. Solving multi-objective constrained minimum weighted bipartite assignment problem: a case study on energy-aware radio broadcast scheduling. Sci China Inf Sci, 2022, 65(8): 182101, doi: 10.1007/s11432-019-3017-9
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HTDcr: a job execution framework for high-throughput computing on supercomputers
Jiang, Jiazhi; Huang, Dan; Chen, Hu; Lu, Yutong; Liao, Xiangke
Sci China Inf Sci, 2024, 67(1): 112104
Keywords: high-throughput computing; supercomputer; task scheduling; middleware; password guessing
Cite as: Jiang J Z, Huang D, Chen H, et al. HTDcr: a job execution framework for high-throughput computing on supercomputers. Sci China Inf Sci, 2024, 67(1): 112104, doi: 10.1007/s11432-022-3657-3
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Practical cloud storage auditing using serverless computing
Chen, Fei; Cai, Jianquan; Xiang, Tao; Liao, Xiaofeng
Sci China Inf Sci, 2024, 67(3): 132102
Keywords: cloud storage auditing; serverless computing; object storage; usability
Cite as: Chen F, Cai J Q, Xiang T, et al. Practical cloud storage auditing using serverless computing. Sci China Inf Sci, 2024, 67(3): 132102, doi: 10.1007/s11432-022-3597-3
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SWVM: a light-weighted virtualization platform based on Sunway CPU architecture
Yao, Jianguo; Lu, Qiumin; Wang, Xingyan; Wang, Chao; Ma, Hanyang; Guan, Haibing
Sci China Inf Sci, 2022, 65(6): 169101
Keywords: sunway; virtualization; hypervisor; light-weighted; virtual machines
Cite as: Yao J G, Lu Q M, Wang X Y, et al. SWVM: a light-weighted virtualization platform based on Sunway CPU architecture. Sci China Inf Sci, 2022, 65(6): 169101, doi: 10.1007/s11432-019-2769-4
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Keywords: DDoS attack; machine learning; feature extraction; detection delay; cost-efficiency
Cite as: Li H B, Zhao Y, Yao W B, et al. Towards real-time ML-based DDoS detection via cost-efficient window-based feature extraction. Sci China Inf Sci, 2023, 66(5): 152105, doi: 10.1007/s11432-021-3545-0
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Rescue to the Curse of universality
Zhao, Yongwei; Du, Zidong; Guo, Qi; Xu, Zhiwei; Chen, Yunji
Sci China Inf Sci, 2023, 66(9): 192102
Keywords: universality; general-purpose architecture; specialized architecture; deep learning processor; universal circuit
Cite as: Zhao Y W, Du Z D, Guo Q, et al. Rescue to the Curse of universality. Sci China Inf Sci, 2023, 66(9): 192102, doi: 10.1007/s11432-021-3596-x
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REVIEW
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Chip design with machine learning: a survey from algorithm perspective
He, Wenkai; Li, Xiaqing; Song, Xinkai; Hao, Yifan; Zhang, Rui; Du, Zidong; Chen, Yunji
Sci China Inf Sci, 2023, 66(11): 211101
Keywords: chip design; machine learning; chip design automation; design result estimation; design optimization and correction; design construction
Cite as: He W K, Li X Q, Song X K, et al. Chip design with machine learning: a survey from algorithm perspective. Sci China Inf Sci, 2023, 66(11): 211101, doi: 10.1007/s11432-022-3772-8
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Building a domain-specific compiler for emerging processors with a reusable approach
Li, Mingzhen; Liu, Yi; Chen, Bangduo; Yang, Hailong; Luan, Zhongzhi; Qian, Depei
Sci China Inf Sci, 2024, 67(1): 112101
Keywords: domain-specific compiler; emerging processor; reusable dialect; performance optimization; MLIR
Cite as: Li M Z, Liu Y, Chen B D, et al. Building a domain-specific compiler for emerging processors with a reusable approach. Sci China Inf Sci, 2024, 67(1): 112101, doi: 10.1007/s11432-022-3727-6
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Keywords: consortium blockchain; data auditing; key exposure resistance; fairness; industrial Internet of Things; IIoT; IoT
Cite as: Yang P, Ren J L. A blockchain-based data auditing scheme with key-exposure resistance for IIoT. Sci China Inf Sci, 2024, 67(2): 129102, doi: 10.1007/s11432-023-3828-7
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Mitigate noisy data for smart IoT via GAN based machine unlearning
Ma, Zhuo; Yang, Yilong; Liu, Yang; Liu, Xinjing; Ma, Jianfeng
Sci China Inf Sci, 2024, 67(3): 132104
Keywords: machine unlearning; generative adversarial network; out of distribution data; Internet of Thing; neural network
Cite as: Ma Z, Yang Y L, Liu Y, et al. Mitigate noisy data for smart IoT via GAN based machine unlearning. Sci China Inf Sci, 2024, 67(3): 132104, doi: 10.1007/s11432-022-3671-9
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Keywords: sketch; top-k; network measurement; elephant flow; high-speed networks
Cite as: Zhang B Y, Huang H, Sun Y-E, et al. Jigsaw-Sketch: a fast and accurate algorithm for finding top-k elephant flows in high-speed networks. Sci China Inf Sci, 2024, 67(4): 142101, doi: 10.1007/s11432-022-3794-1
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A smart hybrid memory scheduling approach using neural models
Zhen, Yanjie; Zhang, Huijun; Deng, Yongheng; Chen, Weining; Gao, Wei; Ren, Ju; Chen, Yu
Sci China Inf Sci, 2024, 67(4): 149102
Keywords: Computer Architecture; Hybrid Memory Management; Page Scheduling; Neural Model; Long Short-Term Memory; Clustering
Cite as: Zhen Y J, Zhang H J, Deng Y H, et al. A smart hybrid memory scheduling approach using neural models. Sci China Inf Sci, 2024, 67(4): 149102, doi: 10.1007/s11432-023-3925-2
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Keywords: edge computing; collaborative inference; robust optimization; multi-model; joint configuration
Cite as: Yang Z M, Ji W, Wang Z. Adaptive joint configuration optimization for collaborative inference in edge-cloud systems. Sci China Inf Sci, 2024, 67(4): 149103, doi: 10.1007/s11432-023-3957-4
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OpBench: an operator-level GPU benchmark for deep learning
Gu, Qingwen; Fan, Bo; Liu, Zhengning; Cao, Kaicheng; Zhang, Songhai; Hu, Shimin
Sci China Inf Sci, 2024, 67(9): 192102
Keywords: deep learning; operator benchmark; model benchmark; GPU performance analysis; deep neural networks
Cite as: Gu Q W:, Fan B, Liu Z N, et al. OpBench: an operator-level GPU benchmark for deep learning. Sci China Inf Sci, 2024, 67(9): 192102, doi: 10.1007/s11432-023-3989-3
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SDCC: software-defined collective communication for distributed training
Jin, Xin; Zhang, Zhen; Jia, Yunshan; Ma, Yun; Liu, Xuanzhe
Sci China Inf Sci, 2024, 67(9): 192104
Keywords: machine learning systems; distributed training; deep learning; collective communication; software-defined networking
Cite as: Jin X, Zhang Z, Jia Y S, et al. SDCC: software-defined collective communication for distributed training. Sci China Inf Sci, 2024, 67(9): 192104, doi: 10.1007/s11432-023-3894-4
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MuxFlow: efficient GPU sharing in production-level clusters with more than 10000 GPUs
Liu, Xuanzhe; Zhao, Yihao; Liu, Shufan; Li, Xiang; Zhu, Yibo; Liu, Xin; Jin, Xin
Sci China Inf Sci, 2024, 67(12): 222101
Keywords: GPU cluster; deep learning workload; cluster management; GPU sharing; deployed system
Cite as: Liu X Z:, Zhao Y H, Liu S F, et al. MuxFlow: efficient GPU sharing in production-level clusters with more than 10000 GPUs. Sci China Inf Sci, 2024, 67(12): 222101, doi: 10.1007/s11432-024-4227-2
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An efficient binary programming method for black-box optimization and its application in processor design
Lv, Xiaoliang; Zhai, Qiaozhu; Hu, Jianchen; Zhu, Yuhang; Liu, Jinhui; Guan, Xiaohong
Sci China Inf Sci, 2024, 67(12): 222102
Keywords: black-box optimization; binary programming; design space exploration; processor design; expensive simulation system
Cite as: Lv X L, Zhai Q Z, Hu J C, et al. An efficient binary programming method for black-box optimization and its application in processor design. Sci China Inf Sci, 2024, 67(12): 222102, doi: 10.1007/s11432-023-3963-7
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Power synchronization: taming massive diversified serverless functions under power constraints
Liu, Du; Zhang, Lu; Xu, Yechen; Wang, Xinkai; Sun, Lingyu; Pu, Yifei; Hou, Xiaofeng; Guo, Minyi; Li, Chao
Sci China Inf Sci, 2025, 68(3): 132101
Keywords: serverless computing; variability; energy efficiency; power management; power synchronization
Cite as: Liu D, Zhang L, Xu Y C, et al. Power synchronization: taming massive diversified serverless functions under power constraints. Sci China Inf Sci, 2025, 68(3): 132101, doi: 10.1007/s11432-022-3882-y
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Model architecture level privacy leakage in neural networks
Li, Yan; Yan, Hongyang; Huang, Teng; Pan, Zijie; Lai, Jiewei; Zhang, Xiaoxue; Chen, Kongyang; Li, Jin
Sci China Inf Sci, 2024, 67(3): 132101
Keywords: neural architecture search; data reconstruction attack; membership inference attack
Cite as: Li Y, Yan H Y, Huang T, et al. Model architecture level privacy leakage in neural networks. Sci China Inf Sci, 2024, 67(3): 132101, doi: 10.1007/s11432-022-3507-7
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Transaction transmission model for blockchain channels based on non-cooperative games
Zhang, Peiyun; Li, Chenxi; Zhou, Mengchu; Huang, Wenjun; Abusorrah, Abdullah; Bamasag, Omaimah O.
Sci China Inf Sci, 2023, 66(1): 112105
Keywords: Blockchain channel; transaction transmission; channel balance; channel state; channel transmission probability; non-cooperative game
Cite as: Zhang P Y, Li C X, Zhou M C, et al. Transaction transmission model for blockchain channels based on non-cooperative games. Sci China Inf Sci, 2023, 66(1): 112105, doi: 10.1007/s11432-021-3362-9
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Keywords: cybersecurity; cryptanalysis; lightweight block cipher; impossible differential cryptanalysis; Simeck
Cite as: Zhang K, Lai X J, Wang L, et al. A revisited security evaluation of Simeck family ciphers against impossible differential cryptanalysis. Sci China Inf Sci, 2023, 66(3): 139106, doi: 10.1007/s11432-022-3466-x
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Labrador: towards fair and auditable data sharing in cloud computing with long-term privacy
Guo, Xiaojie; Li, Jin; Liu, Zheli; Wei, Yu; Zhang, Xiao; Dong, Changyu
Sci China Inf Sci, 2022, 65(5): 152106
Keywords: data sharing; homomorphic encryption; blockchain; smart contract; game theory
Cite as: Guo X J, Li J, Liu Z L, et al. Labrador: towards fair and auditable data sharing in cloud computing with long-term privacy. Sci China Inf Sci, 2022, 65(5): 152106, doi: 10.1007/s11432-020-2940-8
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Puncturable ciphertext-policy attribute-based encryption scheme for efficient and flexible user revocation
Ghopur, Dilxat; Ma, Jianfeng; Ma, Xindi; Miao, Yinbin; Hao, Jialu; Jiang, Tao
Sci China Inf Sci, 2023, 66(7): 172104
Keywords: ciphertext-policy attribute-based encryption; puncturable encryption; user revocation; outsource decryption; digital signature
Cite as: Ghopur D, Ma J F, Ma X D, et al. Puncturable ciphertext-policy attribute-based encryption scheme for efficient and flexible user revocation. Sci China Inf Sci, 2023, 66(7): 172104, doi: 10.1007/s11432-022-3585-9
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Keywords: forward security; backward security; multi-keyword search; verification; searchable encryption
Cite as: Cui J, Sun Y, Xu Y, et al. Forward and backward secure searchable encryption with multi-keyword search and result verification. Sci China Inf Sci, 2022, 65(5): 159102, doi: 10.1007/s11432-019-2668-x
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Hierarchical group signature with verifier-local revocation revisited
Hou, Lin; Lin, Dongdai; Liu, Renzhang
Sci China Inf Sci, 2022, 65(8): 189103
Keywords: group signature; hierarchical group signature; verifier-local revocation; generic construction; lattice-based cryptography
Cite as: Hou L, Lin D D, Liu R Z. Hierarchical group signature with verifier-local revocation revisited. Sci China Inf Sci, 2022, 65(8): 189103, doi: 10.1007/s11432-019-2709-7
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A benchmark for visual analysis of insider threat detection
Zhao, Ying; Yang, Kui; Chen, Siming; Zhang, Zhuo; Huang, Xin; Li, Qiusheng; Ma, Qi; Luan, Xinyue; Fan, Xiaoping
Sci China Inf Sci, 2022, 65(9): 199102
Keywords: visual analytics; visualization; evaluation; benchmark; intellligence analysis
Cite as: Zhao Y, Yang K, Chen S M, et al. A benchmark for visual analysis of insider threat detection. Sci China Inf Sci, 2022, 65(9): 199102, doi: 10.1007/s11432-019-2776-4
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Cube attacks on round-reduced MORUS and Gimli
Chen, Siwei; Xiang, Zejun; Zeng, Xiangyong; Zhang, Shasha
Sci China Inf Sci, 2022, 65(1): 119101
Keywords: cube attack; division property; morus; gimli; authenticated encryption
Cite as: Chen S W, Xiang Z J, Zeng X Y, et al. Cube attacks on round-reduced MORUS and Gimli. Sci China Inf Sci, 2022, 65(1): 119101, doi: 10.1007/s11432-019-2742-6
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A CCA secure public key encryption scheme based on finite groups of Lie type
Hong, Haibo; Shao, Jun; Wang, Licheng; Xie, Mande; Wei, Guiyi; Yang, Yixian; Han, Song; Lin, Jianhong
Sci China Inf Sci, 2022, 65(1): 119102
Keywords: finite groups of lie type; exponential mapping; public key encryption; non-abelian factoring assumption; non-abelian inserting assumption
Cite as: Hong H B, Shao J, Wang L C, et al. A CCA secure public key encryption scheme based on finite groups of Lie type. Sci China Inf Sci, 2022, 65(1): 119102, doi: 10.1007/s11432-019-2704-7
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Pseudorandom number generator based on supersingular elliptic curve isogenies
Huang, Yan; Zhang, Fangguo; Liu, Zhijie; Tian, Haibo
Sci China Inf Sci, 2022, 65(5): 159101
Keywords: post-quantum cryptography; pseudorandom generator; supersingular elliptic curve isogenies; decisional supersingular product; indistinguishability
Cite as: Huang Y, Zhang F G, Liu Z J, et al. Pseudorandom number generator based on supersingular elliptic curve isogenies. Sci China Inf Sci, 2022, 65(5): 159101, doi: 10.1007/s11432-019-2669-6
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Keywords: smart grid infrastructure; impersonation attack; perfect forward security; ephemeral key compromise attack; key agreement
Cite as: Chen T, Cheng Q F, Li X H. An anonymous key agreement protocol with robust authentication for smart grid infrastructure. Sci China Inf Sci, 2022, 65(9): 199101, doi: 10.1007/s11432-019-2736-5
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Locally differentially private high-dimensional data synthesis
Chen, Xue; Wang, Cheng; Yang, Qing; Hu, Teng; Jiang, Changjun
Sci China Inf Sci, 2023, 66(1): 112101
Keywords: preserving protocols local differential privacy; high-dimensional data synthesis; sampling; data privacy; privacy-
Cite as: Chen X, Wang C, Yang Q, et al. Locally differentially private high-dimensional data synthesis. Sci China Inf Sci, 2023, 66(1): 112101, doi: 10.1007/s11432-022-3583-x
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Keywords: key escrow; blockchain; smart contract; committee selection; anonymous authentication
Cite as: Xiang A X, Gao H F, Tian Y L, et al. DBKEM-AACS: a distributed key escrow model in blockchain with anonymous authentication and committee selection. Sci China Inf Sci, 2023, 66(3): 139102, doi: 10.1007/s11432-021-3378-3
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Lattice-based autonomous path proxy re-encryption in the standard model
Xie, Wenli; Weng, Jian; Tong, Yao; Liang, Xiaojian; Yao, Lisha; Zhao, Feixiang
Sci China Inf Sci, 2023, 66(10): 202101
Keywords: autonomous path proxy re-encryption; proxy re-encryption; lattice-based cryptography; learning with errors; controlled delegation
Cite as: Xie W L, Weng J, Tong Y, et al. Lattice-based autonomous path proxy re-encryption in the standard model. Sci China Inf Sci, 2023, 66(10): 202101, doi: 10.1007/s11432-022-3612-6
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Generalizing Lyubashevsky-Wichs trapdoor sampler for NTRU lattices
Tao, Yang; Ji, Yunfeng; Zhang, Rui
Sci China Inf Sci, 2022, 65(5): 159103
Keywords: trapdoor sampler; ntru lattice; hash-and-sign; lattice-based signature; post-quantum cryptography
Cite as: Tao Y, Ji Y F, Zhang R. Generalizing Lyubashevsky-Wichs trapdoor sampler for NTRU lattices. Sci China Inf Sci, 2022, 65(5): 159103, doi: 10.1007/s11432-019-2699-6
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A small first-order DPA resistant AES implementation with no fresh randomness
Wei, Man; Sun, Siwei; Wei, Zihao; Gong, Zheng; Hu, Lei
Sci China Inf Sci, 2022, 65(6): 169102
Keywords: side channel analysis; dpa; threshold implementation; domain-oriented masking; aes
Cite as: Wei M, Sun S W, Wei Z H, et al. A small first-order DPA resistant AES implementation with no fresh randomness. Sci China Inf Sci, 2022, 65(6): 169102, doi: 10.1007/s11432-019-1469-7
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Malware incident response (IR) informed by cyber threat intelligence (CTI)
He, Ying; Inglut, Ellis; Luo, Cunjin
Sci China Inf Sci, 2022, 65(7): 179105
Keywords: malware analysis; cyber threat intelligence; crypto jacking; incident response; malware incident response
Cite as: He Y, Inglut E, Luo C J. Malware incident response (IR) informed by cyber threat intelligence (CTI). Sci China Inf Sci, 2022, 65(7): 179105, doi: 10.1007/s11432-019-2774-4
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Efficient middlebox scaling for virtualized intrusion prevention systems in software-defined networks
Xing, Junchi; Wu, Chunming; Zhou, Haifeng; Cheng, Qiumei; Yu, Danrui; Macas, Mayra
Sci China Inf Sci, 2022, 65(8): 189102
Keywords: intrusion prevention system; middlebox scaling; software-defined network; security; resource utilization
Cite as: Xing J C, Wu C M, Zhou H F, et al. Efficient middlebox scaling for virtualized intrusion prevention systems in software-defined networks. Sci China Inf Sci, 2022, 65(8): 189102, doi: 10.1007/s11432-019-2731-7
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Resource investment for DDoS attack resistant SDN: a practical assessment
Yuan, Bin; Zhang, Fan; Wan, Jun; Zhao, Huan; Yu, Shui; Zou, Deqing; Hua, Qiangsheng; Jin, Hai
Sci China Inf Sci, 2023, 66(7): 172103
Keywords: SDN security; DDoS attacks; resource management; queueing theory; QoS
Cite as: Yuan B, Zhang F, Wan J, et al. Resource investment for DDoS attack resistant SDN: a practical assessment. Sci China Inf Sci, 2023, 66(7): 172103, doi: 10.1007/s11432-022-3593-7
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Keywords: attribute-based; keyword search; chosen-keyword attacks; insider keyword guessing attacks; ideal lattices
Cite as: Yao L S, Hou L, Weng J, et al. Provably secure attribute-based authenticated encryption with keyword search from ideal lattices. Sci China Inf Sci, 2024, 67(1): 119101, doi: 10.1007/s11432-022-3808-7
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Unbalanced private set intersection with linear communication complexity
Zhao, Quanyu; Jiang, Bingbing; Zhang, Yuan; Wang, Heng; Mao, Yunlong; Zhong, Sheng
Sci China Inf Sci, 2024, 67(3): 132105
Keywords: unbalanced private set intersection; Hash proof system; linear communication complexity; small set; resource-constrained devices
Cite as: Zhao Q Y, Jiang B B, Zhang Y, et al. Unbalanced private set intersection with linear communication complexity. Sci China Inf Sci, 2024, 67(3): 132105, doi: 10.1007/s11432-022-3717-9
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Correlation leakage analysis based on masking schemes
Zhang, Jiawei; Niu, Yongchuan; Wang, An
Sci China Inf Sci, 2022, 65(2): 129101
Keywords: correlation leakage analysis; correlation leakage model; second-order analysis; side-channel attack; masking schemes
Cite as: Zhang J W, Niu Y C, Wang A. Correlation leakage analysis based on masking schemes. Sci China Inf Sci, 2022, 65(2): 129101, doi: 10.1007/s11432-019-2719-2
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WARX: efficient white-box block cipher based on ARX primitives and random MDS matrix
Liu, Jun; Rijmen, Vincent; Hu, Yupu; Chen, Jie; Wang, Baocang
Sci China Inf Sci, 2022, 65(3): 132302
Keywords: white-box cryptography; block cipher; design; addition/rotation/xor; efficiency improvement
Cite as: Liu J, Rijmen V, Hu Y P, et al. WARX: efficient white-box block cipher based on ARX primitives and random MDS matrix. Sci China Inf Sci, 2022, 65(3): 132302, doi: 10.1007/s11432-020-3105-1
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Improved nonlinear invariant attack
Tong, Haipeng; Shen, Xuan; Li, Chao; Liu, Yunwen
Sci China Inf Sci, 2022, 65(3): 139103
Keywords: nonlinear invariant attack; 4-bit optimal s-boxes; q-equivalence; fides; distinguishing attack
Cite as: Tong H P, Shen X, Li C, et al. Improved nonlinear invariant attack. Sci China Inf Sci, 2022, 65(3): 139103, doi: 10.1007/s11432-019-2632-1
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Constant-round auction with insulated bidders
Ma, Jie; Qi, Bin; Lv, Kewei
Sci China Inf Sci, 2022, 65(4): 149102
Keywords: auction; commitment; integer comparison protocol; constant-round; blockchain
Cite as: Ma J, Qi B, Lv K W. Constant-round auction with insulated bidders. Sci China Inf Sci, 2022, 65(4): 149102, doi: 10.1007/s11432-019-2666-8
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Lattice-based group encryptions with only one trapdoor
Pan, Jing; Zhang, Jiang; Zhang, Fangguo; Chen, Xiaofeng; Susilo, Willy
Sci China Inf Sci, 2022, 65(5): 152304
Keywords: lattice cryptography; group encryptions; lattice trapdoors; accumulators; zero-knowledge
Cite as: Pan J, Zhang J, Zhang F G, et al. Lattice-based group encryptions with only one trapdoor. Sci China Inf Sci, 2022, 65(5): 152304, doi: 10.1007/s11432-020-3226-6
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SAND: semi-automated adaptive network defense via programmable rule generation and deployment
Chen, Haoyu; Zou, Deqing; Jin, Hai; Xu, Shouhuai; Yuan, Bin
Sci China Inf Sci, 2022, 65(7): 172102
Keywords: network defense; adaptive defense; automated defense; programmable defense; security services; software-defined networking; security management
Cite as: Chen H Y, Zou D Q, Jin H, et al. SAND: semi-automated adaptive network defense via programmable rule generation and deployment. Sci China Inf Sci, 2022, 65(7): 172102, doi: 10.1007/s11432-020-3193-2
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Related-tweakey impossible differential attack on QARMA-128
Du, Juan; Wang, Wei; Li, Muzhou; Wang, Meiqin
Sci China Inf Sci, 2022, 65(2): 129102
Keywords: tweakable block cipher; qarma; impossible differential; related tweakey; milp
Cite as: Du J, Wang W, Li M Z, et al. Related-tweakey impossible differential attack on QARMA-128. Sci China Inf Sci, 2022, 65(2): 129102, doi: 10.1007/s11432-019-2628-9
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A detailed analysis of primal attack and its variants
Zhang, Xue; Zheng, Zhongxiang; Wang, Xiaoyun
Sci China Inf Sci, 2022, 65(3): 132301
Keywords: crytanalysis; lattice-based cryptography; learning with errors problem; primal attack; unique-svp
Cite as: Zhang X, Zheng Z X, Wang X Y. A detailed analysis of primal attack and its variants. Sci China Inf Sci, 2022, 65(3): 132301, doi: 10.1007/s11432-020-2958-9
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Ciphertext-only fault analysis of GIFT lightweight cryptosystem
Li, Wei; Cao, Shan; Gu, Dawu; Li, Jiayao; Cai, Tianpei; Wang, Menglin; Sun, Li; Liu, Zhiqiang; Liu, Ya
Sci China Inf Sci, 2022, 65(3): 139102
Keywords: lightweight cryptosystem; gift; ciphertext-only fault analysis; cryptanalysis; fault analysis
Cite as: Li W, Cao S, Gu D W, et al. Ciphertext-only fault analysis of GIFT lightweight cryptosystem. Sci China Inf Sci, 2022, 65(3): 139102, doi: 10.1007/s11432-019-2629-y
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On the bit-based division property of S-boxes
Xiang, Zejun; Zeng, Xiangyong; Zhang, Shasha
Sci China Inf Sci, 2022, 65(4): 149101
Keywords: division property; sbox; anf; divisional optimal; divisional suboptimal
Cite as: Xiang Z J, Zeng X Y, Zhang S S. On the bit-based division property of S-boxes. Sci China Inf Sci, 2022, 65(4): 149101, doi: 10.1007/s11432-019-2634-7
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An empirical study of security issues in SSO server-side implementations
Wang, Hui; Gu, Dawu; Zhang, Yuanyuan; Hu, Yikun
Sci China Inf Sci, 2022, 65(7): 179104
Keywords: single sign-on; oauth; openid connect; federated identity management; access control
Cite as: Wang H, Gu D W, Zhang Y Y, et al. An empirical study of security issues in SSO server-side implementations. Sci China Inf Sci, 2022, 65(7): 179104, doi: 10.1007/s11432-019-2697-1
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Framework for understanding intention-unbreakable malware
Ji, Tiantian; Fang, Binxing; Cui, Xiang; Wang, Zhongru; Liao, Peng; Song, Shouyou
Sci China Inf Sci, 2023, 66(4): 142104
Keywords: malware; unbreakable property; modeling mechanism; accurate identification; intention concealment
Cite as: Ji T T, Fang B X, Cui X, et al. Framework for understanding intention-unbreakable malware. Sci China Inf Sci, 2023, 66(4): 142104, doi: 10.1007/s11432-021-3567-y
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TULAM: trajectory-user linking via attention mechanism
Li, Hao; Cao, Shuyu; Chen, Yaqing; Zhang, Min; Feng, Dengguo
Sci China Inf Sci, 2024, 67(1): 112103
Keywords: information security; data security and privacy; trajectory-user linking; deep learning; recurrent neural network; attention mechanism
Cite as: Li H, Cao S Y, Chen Y Q, et al. TULAM: trajectory-user linking via attention mechanism. Sci China Inf Sci, 2024, 67(1): 112103, doi: 10.1007/s11432-021-3673-6
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Fault-tolerant identity-based encryption from SM9
Liu, Xiaohong; Huang, Xinyi; Cheng, Zhaohui; Wu, Wei
Sci China Inf Sci, 2024, 67(2): 122101
Keywords: attribute-based encryption; identity-based encryption; fault-tolerant; SM9
Cite as: Liu X H, Huang X Y, Cheng Z H, et al. Fault-tolerant identity-based encryption from SM9. Sci China Inf Sci, 2024, 67(2): 122101, doi: 10.1007/s11432-022-3706-7
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CoDetect: cooperative anomaly detection with privacy protection towards UAV swarm
Li, Teng; Lin, Weiguo; Ma, Ruichen; Ma, Zhuo; Shen, Yulong; Ma, Jianfeng
Sci China Inf Sci, 2024, 67(5): 159103
Keywords: UAV swarm; cooperative detection; privacy protection; consensus; decentralization
Cite as: Li T, Lin W G, Ma R C, et al. CoDetect: cooperative anomaly detection with privacy protection towards UAV swarm. Sci China Inf Sci, 2024, 67(5): 159103, doi: 10.1007/s11432-023-3984-7
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Blockchain-based immunization against kleptographic attacks
Jiang, Changsong; Xu, Chunxiang; Chen, Jie; Chen, Kefei
Sci China Inf Sci, 2024, 67(7): 172102
Keywords: kleptographic attacks; subliminal channel; blockchain; immunization; randomized algorithm
Cite as: Jiang C S, Xu C X, Chen J, et al. Blockchain-based immunization against kleptographic attacks. Sci China Inf Sci, 2024, 67(7): 172102, doi: 10.1007/s11432-023-3883-4
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LOL: a highly flexible framework for designing stream ciphers
Feng, Dengguo; Jiao, Lin; Hao, Yonglin; Zheng, Qunxiong; Wu, Wenling; Qi, Wenfeng; Zhang, Lei; Zhang, Liting; Sun, Siwei; Tian, Tian
Sci China Inf Sci, 2024, 67(9): 192101
Keywords: stream cipher; 5G/6G mobile system; fast software implementation
Cite as: Feng D G, Jiao L, Hao Y L, et al. LOL: a highly flexible framework for designing stream ciphers. Sci China Inf Sci, 2024, 67(9): 192101, doi: 10.1007/s11432-023-3901-0
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Committed-programming reductions: formalizations, implications and relations
Zhang, Jiang; Yu, Yu; Feng, Dengguo; Fan, Shuqin; Zhang, Zhenfeng
Sci China Inf Sci, 2024, 67(10): 202101
Keywords: provable security; random oracle model; quantum random oracle model; black-box reduction; black-box separation; programmability
Cite as: Zhang J, Yu Y, Feng D G, et al. Committed-programming reductions: formalizations, implications and relations. Sci China Inf Sci, 2024, 67(10): 202101, doi: 10.1007/s11432-022-3893-3
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RCCA-SM9: securing SM9 on corrupted machines
Chen, Rongmao; Chen, Jinrong; Huang, Xinyi; Wang, Yi
Sci China Inf Sci, 2024, 67(11): 212103
Keywords: SM9; subversion resilience; subversion attack; cryptographic reverse firewall; RCCA
Cite as: Chen R M, Chen J R, Huang X Y, et al. RCCA-SM9: securing SM9 on corrupted machines. Sci China Inf Sci, 2024, 67(11): 212103, doi: 10.1007/s11432-023-3877-9
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Privacy-preserving explainable AI: a survey
Nguyen, Thanh Tam; Huynh, Thanh Trung; Ren, Zhao; Nguyen, Thanh Toan; Nguyen, Phi Le; Yin, Hongzhi; Nguyen, Quoc Viet Hung
Sci China Inf Sci, 2025, 68(1): 111101
Keywords: privacy-preserving explainable AI; privacy attacks; privacy defences; PrivEx; PPXAI
Cite as: Nguyen T T, Huynh T T, Ren Z, et al. Privacy-preserving explainable AI: a survey. Sci China Inf Sci, 2025, 68(1): 111101, doi: 10.1007/s11432-024-4123-4
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Perspectives from the second Global Forum on Development of Computer Science
Yao, Andrew Chi-Chih; Yin, Xia; Liu, Yinqun; Li, Guoliang
Sci China Inf Sci, 2022, 65(7): 177101
Keywords: development of computer science; global forum; nature of computer science; computer science interdisciplinary; training programs
Cite as: Yao A C-C, Yin X, Liu Y Q, et al. Perspectives from the second Global Forum on Development of Computer Science. Sci China Inf Sci, 2022, 65(7): 177101, doi: 10.1007/s11432-021-3482-3
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FairCF: fairness-aware collaborative filtering
Shao, Pengyang; Wu, Le; Chen, Lei; Zhang, Kun; Wang, Meng
Sci China Inf Sci, 2022, 65(12): 222102
Keywords: recommendation systems; fairness; adversarial learning
Cite as: Shao P Y, Wu L, Chen L, et al. FairCF: fairness-aware collaborative filtering. Sci China Inf Sci, 2022, 65(12): 222102, doi: 10.1007/s11432-020-3404-y
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LECF: recommendation via learnable edge collaborative filtering
Xiao, Shitao; Shao, Yingxia; Li, Yawen; Yin, Hongzhi; Shen, Yanyan; Cui, Bin
Sci China Inf Sci, 2022, 65(1): 112101
Keywords: collaborative filtering; recommender system; implicit feedback; edge-edge similarity; line graph
Cite as: Xiao S T, Shao Y X, Li Y W, et al. LECF: recommendation via learnable edge collaborative filtering. Sci China Inf Sci, 2022, 65(1): 112101, doi: 10.1007/s11432-020-3274-6
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Survey on performance optimization for database systems
Huang, Shiyue; Qin, Yanzhao; Zhang, Xinyi; Tu, Yaofeng; Li, Zhongliang; Cui, Bin
Sci China Inf Sci, 2023, 66(2): 121102
Keywords: database management system; performance optimization; performance prediction; anomaly diagnosis; database tuning
Cite as: Huang S Y, Qin Y Z, Zhang X Y, et al. Survey on performance optimization for database systems. Sci China Inf Sci, 2023, 66(2): 121102, doi: 10.1007/s11432-021-3578-6
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Leveraging implicit social structures for recommendation via a Bayesian generative model
Liu, Huafeng; Wen, Jingxuan; Jing, Liping; Yu, Jian
Sci China Inf Sci, 2022, 65(4): 149104
Keywords: recommendation system; collaborative filtering; social recommendation; social networks; generative model
Cite as: Liu H F, Wen J X, Jing L P, et al. Leveraging implicit social structures for recommendation via a Bayesian generative model. Sci China Inf Sci, 2022, 65(4): 149104, doi: 10.1007/s11432-019-2884-0
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Deep visual-linguistic fusion network considering cross-modal inconsistency for rumor detection
Yang, Yang; Bao, Ran; Guo, Weili; Zhan, De-Chuan; Yin, Yilong; Yang, Jian
Sci China Inf Sci, 2023, 66(12): 222102
Keywords: multimodal learning; Wasserstein distance; rumor detection
Cite as: Yang Y, Bao R, Guo W L, et al. Deep visual-linguistic fusion network considering cross-modal inconsistency for rumor detection. Sci China Inf Sci, 2023, 66(12): 222102, doi: 10.1007/s11432-021-3530-7
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An affective chatbot with controlled specific emotion expression
Jiang, Chenglin; Zhang, Chunhong; Ji, Yang; Hu, Zheng; Zhan, Zhiqiang; Yang, Guanghua
Sci China Inf Sci, 2022, 65(10): 202102
Keywords: natural language generation; emotional chatbot; sequence-to-sequence; emotion distribution; emotion analysis
Cite as: Jiang C L, Zhang C H, Ji Y, et al. An affective chatbot with controlled specific emotion expression. Sci China Inf Sci, 2022, 65(10): 202102, doi: 10.1007/s11432-020-3356-4
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Cognition-driven multimodal personality classification
Gao, Xiaoya; Wang, Jingjing; Li, Shoushan; Zhang, Min; Zhou, Guodong
Sci China Inf Sci, 2022, 65(10): 202104
Keywords: cognitive psychology; personality classification; multimodal analysis; multi-agent reinforcement learning; agent-sharing mechanism
Cite as: Gao X Y, Wang J J, Li S S, et al. Cognition-driven multimodal personality classification. Sci China Inf Sci, 2022, 65(10): 202104, doi: 10.1007/s11432-020-3307-3
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Cited in SCI: 31
Keywords: working from home; developer productivity
Cite as: Bao L F, Li T, Xia X, et al. How does working from home affect developer productivity? — A case study of Baidu during the COVID-19 pandemic. Sci China Inf Sci, 2022, 65(4): 142102, doi: 10.1007/s11432-020-3278-4
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Cited in SCI: 5
Keywords: blockchain; dag; byzantine fault-tolerant; consensus algorithm; tee
Cite as: Fu X, Wang H M, Shi P C, et al. Teegraph: trusted execution environment and directed acyclic graph-based consensus algorithm for IoT blockchains. Sci China Inf Sci, 2022, 65(3): 139104, doi: 10.1007/s11432-019-1516-3
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Cited in SCI: 4
Keywords: bidirectional transformation; system-model synchronization; change propagation; model-driven engineering; system edit
Cite as: He X, Hu Z J, Meng N. A theoretic framework of bidirectional transformation between systems and models. Sci China Inf Sci, 2022, 65(10): 202103, doi: 10.1007/s11432-020-3276-5
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Cluster-preserving sampling algorithm for large-scale graphs
Zhang, Jianpeng; Chen, Hongchang; Yu, Dingjiu; Pei, Yulong; Deng, Yingjun
Sci China Inf Sci, 2023, 66(1): 112103
Keywords: graph sampling; clustering structure; top-leader nodes; expansion strategies; large-scale graphs
Cite as: Zhang J P, Chen H C, Yu D J, et al. Cluster-preserving sampling algorithm for large-scale graphs. Sci China Inf Sci, 2023, 66(1): 112103, doi: 10.1007/s11432-021-3370-4
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Cited in SCI: 4
Toward actionable testing of deep learning models
Xiong, Yingfei; Tian, Yongqiang; Liu, Yepang; Cheung, Shing-Chi
Sci China Inf Sci, 2023, 66(7): 176101
Keywords: Deep Learnin; Testing; Bug Fixing; Machine Translation; Image Classification; Numeric Bugs
Cite as: Xiong Y F, Tin Y Q, Liu Y P, et al. Toward actionable testing of deep learning models. Sci China Inf Sci, 2023, 66(7): 176101, doi: 10.1007/s11432-022-3580-5
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ArgusDroid: detecting Android malware variants by mining permission-API knowledge graph
Bai, Yude; Chen, Sen; Xing, Zhenchang; Li, Xiaohong
Sci China Inf Sci, 2023, 66(9): 192101
Keywords: malicious behavior; Android document; knowledge graph; malware family variant; machine learning
Cite as: Bai Y D, Chen S, Xing Z C, et al. ArgusDroid: detecting Android malware variants by mining permission-API knowledge graph. Sci China Inf Sci, 2023, 66(9): 192101, doi: 10.1007/s11432-021-3414-7
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Towards characterizing bug fixes through dependency-level changes in Apache Java open source projects
Cui, Di; Fan, Lingling; Chen, Sen; Cai, Yuanfang; Zheng, Qinghua; Liu, Yang; Liu, Ting
Sci China Inf Sci, 2022, 65(7): 172101
Keywords: empirical software engineering; software maintenance; software evolution; software architecture; software design
Cite as: Cui D, Fan L L, Chen S, et al. Towards characterizing bug fixes through dependency-level changes in Apache Java open source projects. Sci China Inf Sci, 2022, 65(7): 172101, doi: 10.1007/s11432-020-3317-2
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LPW: an efficient data-aware cache replacement strategy for Apache Spark
Li, Hui; Ji, Shuping; Zhong, Hua; Wang, Wei; Xu, Lijie; Tang, Zhen; Wei, Jun; Huang, Tao
Sci China Inf Sci, 2023, 66(1): 112104
Keywords: Spark; memory; cache replacement; least partition weight; data-aware
Cite as: Li H, Ji S P, Zhong H, et al. LPW: an efficient data-aware cache replacement strategy for Apache Spark. Sci China Inf Sci, 2023, 66(1): 112104, doi: 10.1007/s11432-021-3406-5
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Context-aware API recommendation using tensor factorization
Zhou, Yu; Chen, Chen; Wang, Yongchao; Han, Tingting; Chen, Taolue
Sci China Inf Sci, 2023, 66(2): 122101
Keywords: API recommendation; tensor factorization; context awareness; word embedding; software development intelligent
Cite as: Zhou Y, Chen C, Wang Y C, et al. Context-aware API recommendation using tensor factorization. Sci China Inf Sci, 2023, 66(2): 122101, doi: 10.1007/s11432-021-3529-9
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BATON: symphony of random testing and concolic testing through machine learning and taint analysis
Chen, Bihuan; Liu, Yang; Peng, Xin; Wu, Yijian; Qin, Shengchao
Sci China Inf Sci, 2023, 66(3): 132101
Keywords: system testing; random testing; concolic testing
Cite as: Chen B H, Liu Y, Peng X, et al. BATON: symphony of random testing and concolic testing through machine learning and taint analysis. Sci China Inf Sci, 2023, 66(3): 132101, doi: 10.1007/s11432-020-3403-2
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Deep learning-based open API recommendation for Mashup development
Wang, Ye; Chen, Junwu; Huang, Qiao; Xia, Xin; Jiang, Bo
Sci China Inf Sci, 2023, 66(7): 172102
Keywords: Mashup development; open API recommendation; deep learning; neural network; service discovery
Cite as: Wang Y, Chen J W, Huang Q, et al. Deep learning-based open API recommendation for Mashup development. Sci China Inf Sci, 2023, 66(7): 172102, doi: 10.1007/s11432-021-3531-0
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Categorizing methods for integrating machine learning with executable specifications
Harel, David; Yerushalmi, Raz; Marron, Assaf; Elyasaf, Achiya
Sci China Inf Sci, 2024, 67(1): 111101
Keywords: machine learning; artificial intelligence; grey box learning; domain knowledge; rules; behavioral programming; deep reinforcement learning; survey
Cite as: Harel D, Yerushalmi R, Marron A, et al. Categorizing methods for integrating machine learning with executable specifications. Sci China Inf Sci, 2024, 67(1): 111101, doi: 10.1007/s11432-022-3826-6
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XiUOS: an open-source ubiquitous operating system for industrial Internet of Things
Cao, Donggang; Xue, Dongliang; Ma, Zhiyi; Mei, Hong
Sci China Inf Sci, 2022, 65(1): 117101
Keywords: ubiquitous operating system; industrial internet of things; intelligent manufacturing; cps; hcps
Cite as: Cao D G, Xue D L, Ma Z Y, et al. XiUOS: an open-source ubiquitous operating system for industrial Internet of Things. Sci China Inf Sci, 2022, 65(1): 117101, doi: 10.1007/s11432-021-3294-y
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HAF: a hybrid annotation framework based on expert knowledge and learning technique
Li, Zhixing; Yu, Yue; Wang, Tao; Yin, Gang; Mao, Xinjun; Wang, Huaimin
Sci China Inf Sci, 2022, 65(1): 119105
Keywords: hybrid annotation framework; data annotation; expert knowledge; learning technique; labeled dataset
Cite as: Li Z X, Yu Y, Wang T, et al. HAF: a hybrid annotation framework based on expert knowledge and learning technique. Sci China Inf Sci, 2022, 65(1): 119105, doi: 10.1007/s11432-019-9891-5
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Automated regression unit test generation for program merges
Ji, Tao; Chen, Liqian; Mao, Xiaoguang; Yi, Xin; Jiang, Jiahong
Sci China Inf Sci, 2022, 65(9): 199103
Keywords: regression testing; unit test generation; test oracles; program merges; merge conflicts
Cite as: Ji T, Chen L Q, Mao X G, et al. Automated regression unit test generation for program merges. Sci China Inf Sci, 2022, 65(9): 199103, doi: 10.1007/s11432-019-3020-4
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A software-defined MAPE-K architecture for unmanned systems
Jiang, Mingyue; Zheng, Libin; Ding, Zuohua; Jin, Zhi
Sci China Inf Sci, 2023, 66(5): 159101
Keywords: software-defined architecture; unmanned systems; MAPE-K; metamodel; resource management
Cite as: Jiang M Y, Zheng L B, Ding Z H, et al. A software-defined MAPE-K architecture for unmanned systems. Sci China Inf Sci, 2023, 66(5): 159101, doi: 10.1007/s11432-020-3213-2
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LegoDroid: flexible Android app decomposition and instant installation
Liu, Yi; Ma, Yun; Xiao, Xusheng; Xie, Tao; Liu, Xuanzhe
Sci China Inf Sci, 2023, 66(4): 142103
Keywords: performance; software bloat; instant installation; mobile applications; program analysis
Cite as: Liu Y, Ma Y, Xiao X S, et al. LegoDroid: flexible Android app decomposition and instant installation. Sci China Inf Sci, 2023, 66(4): 142103, doi: 10.1007/s11432-021-3528-7
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Keywords: functionality prediction; incomplete programming code; syntactical information; code representation model; deep learning algorithm
Cite as: Yu Y S, Huang Z Q, Shen G H, et al. ASTSDL: predicting the functionality of incomplete programming code via an AST-sequence-based deep learning model. Sci China Inf Sci, 2024, 67(1): 112105, doi: 10.1007/s11432-021-3665-1
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Keywords: software debugging; fault localization; program repair; artificial intelligence; machine learning
Cite as: Song Y, Xie X Y, Xu B W. When debugging encounters artificial intelligence: state of the art and open challenges. Sci China Inf Sci, 2024, 67(4): 141101, doi: 10.1007/s11432-022-3803-9
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What can we learn from quality assurance badges in open-source software?
Li, Feng; Lou, Yiling; Tan, Xin; Chen, Zhenpeng; Dong, Jinhao; Li, Yang; Wang, Xuanzhi; Hao, Dan; Zhang, Lu
Sci China Inf Sci, 2024, 67(4): 142103
Keywords: quality assurance; badge; open-source software; code quality; empirical study
Cite as: Li F, Lou Y L, Tan X, et al. What can we learn from quality assurance badges in open-source software?. Sci China Inf Sci, 2024, 67(4): 142103, doi: 10.1007/s11432-022-3611-3
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Improving actionable warning identification via the refined warning-inducing context representation
Ge, Xiuting; Fang, Chunrong; Li, Xuanye; Zhang, Quanjun; Liu, Jia; Zhao, Zhihong; Chen, Zhenyu
Sci China Inf Sci, 2024, 67(5): 159101
Keywords: Actionable warning identification; Warning representation; Program slicing; Static analysis; Machine learning
Cite as: Ge X T, Fang C R, Li X Y, et al. Improving actionable warning identification via the refined warning-inducing context representation. Sci China Inf Sci, 2024, 67(5): 159101, doi: 10.1007/s11432-023-3975-6
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Keywords: open source software; open source community; community response; contributor retention; survival analysis
Cite as: Wang Z, Li Z X, Yu Y. Do community responses influence OSS contributor retention? A survival analysis. Sci China Inf Sci, 2024, 67(8): 184101, doi: 10.1007/s11432-024-4090-0
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Deep learning for code generation: a survey
Zhang, Huangzhao; Zhang, Kechi; Li, Zhuo; Li, Jia; Li, Yongmin; Zhao, Yunfei; Zhu, Yuqi; Liu, Fang; Li, Ge; Jin, Zhi
Sci China Inf Sci, 2024, 67(9): 191101
Keywords: code generation; automated software engineering; deep learning; large model; artificial intelligence
Cite as: Zhang H Z, Zhang K C, Li Z, et al. Deep learning for code generation: a survey. Sci China Inf Sci, 2024, 67(9): 191101, doi: 10.1007/s11432-023-3956-3
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An efficient schedulability analysis based on worst-case interference time for real-time systems
Liu, Hongbiao; Yang, Mengfei; Qiao, Lei; Chen, Xi; Gong, Jian
Sci China Inf Sci, 2024, 67(9): 192103
Keywords: five-tuple real-time task model; real-time system; spacecraft; Internet of Things; exact schedulability analysis; worst-case interference time
Cite as: Liu H B, Yang M F, Qiao L, et al. An efficient schedulability analysis based on worst-case interference time for real-time systems. Sci China Inf Sci, 2024, 67(9): 192103, doi: 10.1007/s11432-022-3891-4
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Keywords: deep learning; software engineering; software benchmark; software artifact representation; survey
Cite as: Chen X P, Hu X, Huang Y, et al. Deep learning-based software engineering: progress, challenges, and opportunities. Sci China Inf Sci, 2025, 68(1): 111102, doi: 10.1007/s11432-023-4127-5
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Cited in SCI: 16
Keywords: synchronization tracking control; unmanned surface vehicles; connectivity preservation; prescribed performance; adaptive control
Cite as: He S D, Dai S L, Dong C. Adaptive synchronization control of uncertain multiple USVs with prescribed performance and preserved connectivity. Sci China Inf Sci, 2022, 65(9): 199201, doi: 10.1007/s11432-020-3174-7
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A machine learning surrogate modeling benchmark for temperature field reconstruction of heat source systems
Chen, Xiaoqian; Gong, Zhiqiang; Zhao, Xiaoyu; Zhou, Weien; Yao, Wen
Sci China Inf Sci, 2023, 66(5): 152203
Keywords: temperature field reconstruction; heat-source systems; computational modeling; temperature field reconstruction dataset; machine learning surrogate modeling; deep learning
Cite as: Chen X Q, Gong Z Q, Zhao X Y, et al. A machine learning surrogate modeling benchmark for temperature field reconstruction of heat source systems. Sci China Inf Sci, 2023, 66(5): 152203, doi: 10.1007/s11432-021-3645-4
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Feedback is all you need: from ChatGPT to autonomous driving
Chen, Hong; Yuan, Kang; Huang, Yanjun; Guo, Lulu; Wang, Yulei; Chen, Jie
Sci China Inf Sci, 2023, 66(6): 166201
Keywords: feedback; human feedback; ChatGPT; autonomous driving; autonomous intelligent systems
Cite as: Chen H, Yuan K, Huang Y J, et al. Feedback is all you need: from ChatGPT to autonomous driving. Sci China Inf Sci, 2023, 66(6): 166201, doi: 10.1007/s11432-023-3740-x
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Learning ultrasound scanning skills from human demonstrations
Deng, Xutian; Lei, Ziwei; Wang, Yi; Cheng, Wen; Guo, Zhao; Yang, Chenguang; Li, Miao
Sci China Inf Sci, 2022, 65(8): 184201
Keywords: robotic ultrasound; robotic skill learning; learning from demonstration; force control; compliant manipulation
Cite as: Deng X T, Lei Z W, Wang Y, et al. Learning ultrasound scanning skills from human demonstrations. Sci China Inf Sci, 2022, 65(8): 184201, doi: 10.1007/s11432-021-3363-0
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Broad learning system based on the quantized minimum error entropy criterion
Zhang, Simin; Liu, Zhulin; Chen, C. L. Philip
Sci China Inf Sci, 2022, 65(12): 222203
Keywords: broad learning system; quantized minimum error entropy; robustness; minimum error entropy; convergence
Cite as: Zhang S M, Liu Z L, Chen C L P. Broad learning system based on the quantized minimum error entropy criterion. Sci China Inf Sci, 2022, 65(12): 222203, doi: 10.1007/s11432-022-3560-8
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Obstacle avoidance in human-robot cooperative transportation with force constraint
Zhang, Ying; Yang, Chenguang; Xu, Sheng; Ou, Yongsheng
Sci China Inf Sci, 2023, 66(1): 119205
Keywords: human-robot interaction; dynamic movement primitives; Gaussian mixture regression; GMR; collision avoidance; force constrain
Cite as: Zhang Y, Yang C G, Xu S, et al. Obstacle avoidance in human-robot cooperative transportation with force constraint. Sci China Inf Sci, 2023, 66(1): 119205, doi: 10.1007/s11432-021-3389-7
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Target tracking algorithm based on a broad learning system
Zhang, Dan; Li, Tieshan; Chen, C. L. Philip; Yang, He
Sci China Inf Sci, 2022, 65(5): 154201
Keywords: target tracking; broad learning system; selective search algorithm; multi-cue tracking; tracking adaptability
Cite as: Zhang D, Li T S, Chen C L P, et al. Target tracking algorithm based on a broad learning system. Sci China Inf Sci, 2022, 65(5): 154201, doi: 10.1007/s11432-020-3272-y
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A multi-mode multi-skill project scheduling reformulation for reconnaissance mission planning
Cai, Junqi; Peng, Zhihong; Liao, Sijian; Ding, Shuxin
Sci China Inf Sci, 2022, 65(6): 169201
Keywords: reconnaissance; rcpsp; multi-mode; multi-skill; scheduling; multi-agent system
Cite as: Cai J Q, Peng Z H, Liao S J, et al. A multi-mode multi-skill project scheduling reformulation for reconnaissance mission planning. Sci China Inf Sci, 2022, 65(6): 169201, doi: 10.1007/s11432-020-2990-y
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Keywords: car-following model; sparse data learning; xgboost; lstm; dynamic constraints
Cite as: Lou B C, Li Y F, Lu X D, et al. Car-following behavior modeling driven by small data sets based on mnemonic extreme gradient boosting framework. Sci China Inf Sci, 2022, 65(6): 169203, doi: 10.1007/s11432-020-3044-6
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Keywords: reinforcement learning; safe projection; control barrier function
Cite as: Jin X Z, Li K, Jia Q S. Constrained reinforcement learning with statewise projection: a control barrier function approach. Sci China Inf Sci, 2024, 67(3): 132202, doi: 10.1007/s11432-023-3872-9
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Prior area searching for energy-based sound source localization
Gao, Feng; Cai, Yeyun; Deng, Fang; Yu, Chengpu; Chen, Jie
Sci China Inf Sci, 2022, 65(12): 222204
Keywords: prior area searching; sound source localization; adaptively initialization; iterative search; indoor environment
Cite as: Gao F, Cai Y Y, Deng F, et al. Prior area searching for energy-based sound source localization. Sci China Inf Sci, 2022, 65(12): 222204, doi: 10.1007/s11432-022-3568-2
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Optics-driven drone
Li, Xuelong; Huang, Guan; Wang, Zhigang; Zhao, Bin
Sci China Inf Sci, 2024, 67(2): 124201
Keywords: drone; artificial intelligence; adaptive turbulence compensation; intelligent visual tracking; autonomous power regulation; laser wireless power transmission
Cite as: Li X L, Huang G, Wang Z G, et al. Optics-driven drone. Sci China Inf Sci, 2024, 67(2): 124201, doi: 10.1007/s11432-023-3917-2
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Modeling for coke quality prediction using Gaussian function and SGA
Yuan, Yan; Qu, Qilin; Cao, Weihua; Wu, Min
Sci China Inf Sci, 2022, 65(1): 119202
Keywords: coke quality; gaussian function; prediction model; selection gene algorithm; vitrinite reflectance
Cite as: Yuan Y, Qu Q L, Cao W H, et al. Modeling for coke quality prediction using Gaussian function and SGA. Sci China Inf Sci, 2022, 65(1): 119202, doi: 10.1007/s11432-019-2640-y
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A novel frequency-dependent hysteresis model based on improved neural Turing machine
Wu, Yinan; Fang, Yongchun; Fan, Zhi; Liu, Cunhuan
Sci China Inf Sci, 2023, 66(1): 119203
Keywords: piezoelectric actuator; hysteresis model; frequency-dependence; neural Turing machine; neural network
Cite as: Wu Y N, Fang Y C, Fan Z, et al. A novel frequency-dependent hysteresis model based on improved neural Turing machine. Sci China Inf Sci, 2023, 66(1): 119203, doi: 10.1007/s11432-020-3157-5
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Keywords: evolutionary dynamics; stochastic games; reinforcement learning; multi-agent system; cooperative artificial intelligence; collective reinforcement learning dynamics
Cite as: Wang L, Fu F, Chen X R. Mathematics of multi-agent learning systems at the interface of game theory and artificial intelligence. Sci China Inf Sci, 2024, 67(6): 166201, doi: 10.1007/s11432-024-3997-0
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Cuckoo search approach for automatic train regulation under capacity limitation
Hou, Zhuopu; Zhou, Min; Roberts, Clive; Dong, Hairong
Sci China Inf Sci, 2023, 66(4): 149204
Keywords: automatic train regulation; capacity limitation; cuckoo search algorithm; passenger flow information ; Train dwell time model
Cite as: Hou Z P, Zhou M, Roberts C, et al. Cuckoo search approach for automatic train regulation under capacity limitation. Sci China Inf Sci, 2023, 66(4): 149204, doi: 10.1007/s11432-020-3254-0
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Keywords: logit prototype learning; multimodal perception; open-set recognition; uncertainty estimation
Cite as: Fu Y M, Liu Z G, Wang Z C. Logit prototype learning with active multimodal representation for robust open-set recognition. Sci China Inf Sci, 2024, 67(6): 162204, doi: 10.1007/s11432-023-3924-x
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Ensemble successor representations for task generalization in offline-to-online reinforcement learning
Wang, Changhong; Yu, Xudong; Bai, Chenjia; Zhang, Qiaosheng; Wang, Zhen
Sci China Inf Sci, 2024, 67(7): 172203
Keywords: offline reinforcement learning; online fine-tuning; task generalization; successor representations; ensembles
Cite as: Wang C H, Yu X D, Bai C J, et al. Ensemble successor representations for task generalization in offline-to-online reinforcement learning. Sci China Inf Sci, 2024, 67(7): 172203, doi: 10.1007/s11432-023-4028-1
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Keywords: spiking neural networks; control systems; artificial neural networks; intelligent control; brain-like intelligent systems
Cite as: Zhang A G, Song Y D. Spiking neural networks in intelligent control systems: a perspective. Sci China Inf Sci, 2024, 67(7): 176201, doi: 10.1007/s11432-023-4000-x
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Skill enhancement learning with knowledge distillation
Liu, Naijun; Sun, Fuchun; Fang, Bin; Liu, Huaping
Sci China Inf Sci, 2024, 67(8): 182203
Keywords: skill learning; enhancement learning; reinforcement learning; knowledge distillation
Cite as: Liu N J, Sun F C, Fang B, et al. Skill enhancement learning with knowledge distillation. Sci China Inf Sci, 2024, 67(8): 182203, doi: 10.1007/s11432-023-4016-0
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Artificial intelligence-assisted design of new chemical materials: a perspective
Qian, Feng; Du, Wenli; Zhong, Weimin; Tang, Yang; Lu, Jingyi
Sci China Inf Sci, 2024, 67(8): 186201
Keywords: artificial intelligence; Chemical New Materials; process manufacturing; cyber-physical systems; industrial intelligence
Cite as: Qian F, Du W L, Zhong W M, et al. Artificial intelligence-assisted design of new chemical materials: a perspective. Sci China Inf Sci, 2024, 67(8): 186201, doi: 10.1007/s11432-023-4096-9
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All-day perception for intelligent vehicles: switching perception algorithms based on WBCNet
Xie, Hongbin; Zhao, Haiyan; Xu, Chengcheng; Chen, Hong
Sci China Inf Sci, 2024, 67(11): 212208
Keywords: driving scene classification; intelligent vehicle; safe driving; convolutional neural network; attention mechanism
Cite as: Xie H B, Zhao H Y, Xu C C, et al. All-day perception for intelligent vehicles: switching perception algorithms based on WBCNet. Sci China Inf Sci, 2024, 67(11): 212208, doi: 10.1007/s11432-023-4116-5
SCIS Selected Articles on Semi-Tensor Product (STP)
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Minimal observability of Boolean networks
Liu, Yang; Zhong, Jie; Ho, Daniel W. C.; Gui, Weihua
Sci China Inf Sci, 2022, 65(5): 152203
Keywords: boolean networks; minimal observability; semi-tensor product
Cite as: Liu Y, Zhong J, Ho D W C, et al. Minimal observability of Boolean networks. Sci China Inf Sci, 2022, 65(5): 152203, doi: 10.1007/s11432-021-3365-2
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Keywords: semi-tensor product of matrices; Boolean control networks; reachability; Mayer-type optimal control; aggregation method
Cite as: Wang S L, Li H T. Aggregation method to reachability and optimal control of large-size Boolean control networks. Sci China Inf Sci, 2023, 66(7): 179202, doi: 10.1007/s11432-021-3388-y
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Keywords: collective behaviors; non-pairwise interactions; multiplayer snowdrift games; temporal networks; higher-order complex networks
Cite as: Xu Y, Wang J, Xia C Y, et al. Higher-order temporal interactions promote the cooperation in the multiplayer snowdrift game. Sci China Inf Sci, 2023, 66(12): 222208, doi: 10.1007/s11432-022-3738-3
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Keywords: minimum vertex cover; Nash equilibrium; convergence rate; scale-free network; random graph
Cite as: Chen J, Li X. Toward the minimum vertex cover of complex networks using distributed potential games. Sci China Inf Sci, 2023, 66(1): 112205, doi: 10.1007/s11432-021-3291-3
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Emergent leader-follower relationship in networked multiagent systems
Liu, Jinzhuo; Fan, Chenyou; Peng, Yunchen; Du, Jinze; Wang, Zhen; Chu, Chen
Sci China Inf Sci, 2023, 66(12): 229201
Keywords: Evolutionary game; Pair approximation; Cooperation; Game theory; Prisoner’s dilemma games with voluntary participation; Reinforcement learning
Cite as: Liu J Z, Fan C Y, Peng Y C, et al. Emergent leader-follower relationship in networked multiagent systems. Sci China Inf Sci, 2023, 66(12): 229201, doi: 10.1007/s11432-022-3741-3
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Keywords: evolutionary game theory; epidemic modeling; network dynamics
Cite as: Li X-J, Li C, Li X. The impact of information dissemination on vaccination in multiplex networks. Sci China Inf Sci, 2022, 65(7): 172202, doi: 10.1007/s11432-020-3076-1
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Keywords: complex network; asphalt pavement; structure evaluation; longitudinal; RIOHTrack
Cite as: Liu H J, Cao J D, Huang W, et al. Complex network approach for the evaluation of asphalt pavement design and construction: a longitudinal study. Sci China Inf Sci, 2022, 65(7): 172204, doi: 10.1007/s11432-021-3476-9
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Stabilization of Boolean control networks with state-triggered impulses
Zhou, Rongpei; Guo, Yuqian; Liu, Xinzhi; Gui, Weihua
Sci China Inf Sci, 2022, 65(3): 132202
Keywords: boolean control networks; set stabilization; state-triggered impulses; hybrid-index model; semi-tensor product of matrices
Cite as: Zhou R P, Guo Y Q, Liu X Z, et al. Stabilization of Boolean control networks with state-triggered impulses. Sci China Inf Sci, 2022, 65(3): 132202, doi: 10.1007/s11432-020-3136-3
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Keywords: opinion dynamics; hegselmann-krause model; social network; conformity; multi-agent systems
Cite as: Cheng C, Yu C B. Social conformity creates consensus and strong diversity of Hegselmann-Krause opinion dynamics. Sci China Inf Sci, 2022, 65(2): 129202, doi: 10.1007/s11432-019-2788-5
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Keywords: complex networks; finite-horizon h∞ partial-nodes-based state estimation; gain variations; backward recursive riccati difference equations; integral measurements
Cite as: Hou N, Li J H, Liu H J, et al. Finite-horizon resilient state estimation for complex networks with integral measurements from partial nodes. Sci China Inf Sci, 2022, 65(3): 132205, doi: 10.1007/s11432-020-3243-7
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Keywords: asymptotical stability; continuous-time probabilistic logic network; semi-tensor product of matrices; set stability
Cite as: Li Z T, Guo Y Q, Gui W H. Asymptotical stability of continuous-time probabilistic logic networks based on transition rate. Sci China Inf Sci, 2023, 66(3): 132201, doi: 10.1007/s11432-021-3430-7
SCIS Selected Articles on Remote Senser
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Keywords: RIOHTrack full-scale track; Caputo fractional derivative; variable-order fractional; modified Burgers model; rutting prediction
Cite as: Wang Y, Yan J J, Huang W, et al. Variable-order fractional derivative rutting depth prediction of asphalt pavement based on the RIOHTrack full-scale track. Sci China Inf Sci, 2023, 66(5): 152205, doi: 10.1007/s11432-022-3647-7
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Fractional core-based collapse mechanism and structural optimization in complex systems
Si, Shubin; Lv, Changchun; Cai, Zhiqiang; Duan, Dongli; Kurths, Jurgen; Wang, Zhen
Sci China Inf Sci, 2023, 66(9): 192202
Keywords: collapse mechanism; tipping point; structural optimization; complex systems; phase transition
Cite as: Si S B, Lv C C, Cai Z Q, et al. Fractional core-based collapse mechanism and structural optimization in complex systems. Sci China Inf Sci, 2023, 66(9): 192202, doi: 10.1007/s11432-022-3731-x
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Keywords: opinion dynamics; multi-agent systems; social network; complex network; stochastic systems; swarm intelligence
Cite as: Su W, Wang X-Q, Chen G, et al. Quasi-synchronization of bounded confidence opinion dynamics with a stochastic asynchronous rule. Sci China Inf Sci, 2022, 65(1): 119203, doi: 10.1007/s11432-020-2950-x
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Effective distributed algorithm for solving linear matrix equations
Cheng, Songsong; Lei, Jinlong; Zeng, Xianlin; Fan, Yuan; Hong, Yiguang
Sci China Inf Sci, 2023, 66(8): 189202
Keywords: distributed algorithm; linear matrix equation; linear rate; least squares solution; optimization
Cite as: Cheng S S, Lei J L, Zeng X L, et al. Effective distributed algorithm for solving linear matrix equations. Sci China Inf Sci, 2023, 66(8): 189202, doi: 10.1007/s11432-021-3485-0
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Keywords: multiple spreaders; basic cycle; complex network; cycle structure; spreading dynamics
Cite as: Shi W F, Xu S Q, Fan T L, et al. Cost effective approach to identify multiple influential spreaders based on the cycle structure in networks. Sci China Inf Sci, 2023, 66(9): 192203, doi: 10.1007/s11432-022-3715-4
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Keywords: discrete-time multiagent system; unknown dynamics; optimal consensus control; β-PI algorithm; reinforcement learning
Cite as: Xu W K, Wang L, Sun S W, et al. A novel policy iteration algorithm for solving the optimal consensus control problem of a discrete-time multiagent system with unknown dynamics. Sci China Inf Sci, 2023, 66(8): 189204, doi: 10.1007/s11432-021-3603-0
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Robustness of interdependent networks with weak dependency links and reinforced nodes
Li, Qian; Yu, Hongtao; Han, Weitao; Huang, Ruiyang; Li, Shaomei; Zhang, Jianpeng
Sci China Inf Sci, 2024, 67(2): 129201
Keywords: robustness; interdependent networks; percolation; weak dependency link; reinforced nodes; phase transition
Cite as: Li Q, Yu H T, Han W T, et al. Robustness of interdependent networks with weak dependency links and reinforced nodes. Sci China Inf Sci, 2024, 67(2): 129201, doi: 10.1007/s11432-023-3844-8
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On equivalence of state-based potential games
Wu, Han; Wang, Jinhuan
Sci China Inf Sci, 2024, 67(6): 162205
Keywords: semi-tensor product of matrices; state-based potential game; verification; equivalence; state-based networked evolutionary game
Cite as: Wu H, Wang J H. On equivalence of state-based potential games. Sci China Inf Sci, 2024, 67(6): 162205, doi: 10.1007/s11432-023-3995-5
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Strategies for mitigating detrimental effects in cyber-physical multiplex networks
Gong, Yudong; Yang, Shenghai; Liu, Sanyang; Wang, Pei; Bai, Yiguang
Sci China Inf Sci, 2024, 67(6): 169201
Keywords: cyber-physical multiplex network; microscopic Markov chain; epidemic threshold; critical node detection; multi-objective optimization
Cite as: Gong Y D, Yang S H, Liu S Y, et al. Strategies for mitigating detrimental effects in cyber-physical multiplex networks. Sci China Inf Sci, 2024, 67(6): 169201, doi: 10.1007/s11432-023-4026-0
Special Topic: Control, Optimization, and Learning for Networked Systems
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Keywords: cyber-attacks; iterative learning strategy; security control; convergence analysis; discrete time system
Cite as: Xiong W J, Luo Z J, Wen G H, et al. Iterative learning security control for discrete-time systems subject to deception and DoS attacks. Sci China Inf Sci, 2023, 66(9): 190207, doi: 10.1007/s11432-022-3684-x
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Controllability Gramian-based measures of graph product networks
Xiang, Yuequan; Xiang, Linying
Sci China Inf Sci, 2024, 67(10): 202207
Keywords: composite network; graph product; controllability Gramian-based measure; average controllability; control energy
Cite as: Xiang Y Q, Xiang L Y. Controllability Gramian-based measures of graph product networks. Sci China Inf Sci, 2024, 67(10): 202207, doi: 10.1007/s11432-023-4034-2
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Multi-step state-based opacity for unambiguous weighted machines
Zhang, Zhipeng; Xia, Chengyi; Qi, Guoyuan; Fu, Jun
Sci China Inf Sci, 2024, 67(11): 212204
Keywords: logical dynamical systems; weighted state machine; state estimation; opacity; cyber physical systems
Cite as: Zhang Z P, Xia C Y, Qi G Y, et al. Multi-step state-based opacity for unambiguous weighted machines. Sci China Inf Sci, 2024, 67(11): 212204, doi: 10.1007/s11432-023-4041-6
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Keywords: cyber physical system; remote state estimation; noise injection attack; energy harvester; monotonic strategy; MDP
Cite as: Dong L, Han T, Yuan X, et al. Optimal noise injection energy allocation and collection of energy harvesting attacker under quality-changeable environment. Sci China Inf Sci, 2024, 67(11): 219205, doi: 10.1007/s11432-024-4143-4
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Controllability of descriptor multi-agent systems with signed networks
Shen, Yu; Guan, Yongqiang; Tian, Ye
Sci China Inf Sci, 2024, 67(12): 222204
Keywords: controllability; signed networks; descriptor multi-agent systems; heterogeneous dynamics
Cite as: Shen Y, Guan Y Q, Tian Y. Controllability of descriptor multi-agent systems with signed networks. Sci China Inf Sci, 2024, 67(12): 222204, doi: 10.1007/s11432-024-4104-0
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Keywords: complex networks; network dynamics; emerging spatio-temporal dynamics; neural processes
Cite as: Cui J X, Wang Q P, Sun B Y, et al. Learning continuous network emerging dynamics from scarce observations via data-adaptive stochastic processes. Sci China Inf Sci, 2024, 67(12): 222206, doi: 10.1007/s11432-023-4216-y
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Controllability of neighborhood Corona product networks
Liu, Bo; Li, Xuan; Zhang, Qiang; Huang, Junjie; Su, Housheng
Sci China Inf Sci, 2024, 67(12): 229202
Keywords: controllability; multi-agent networks; neighbourhood Corona product networks; consensus; coordinated control
Cite as: Liu B, Li X, Zhang Q, et al. Controllability of neighborhood Corona product networks. Sci China Inf Sci, 2024, 67(12): 229202, doi: 10.1007/s11432-023-4179-0
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Keywords: inertial neural networks; fixed-time synchronization; semi-intermittent switching control; nonreduced-order approach; fixed-time stabilization
Cite as: Zhang G D, Cao J D. Aperiodically semi-intermittent-based fixed-time stabilization and synchronization of delayed discontinuous inertial neural networks. Sci China Inf Sci, 2025, 68(1): 112202, doi: 10.1007/s11432-023-4053-9
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Keywords: evolutionary game theory; altruistic punishment; coexistence; cyclic dominance; bi-stable
Cite as: Shen C, Song Z, Shi L, et al. Exit options sustain altruistic punishment and decrease the second-order free-riders, but it is not a panacea. Sci China Inf Sci, 2025, 68(1): 112204, doi: 10.1007/s11432-023-4170-3
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Keywords: distributed optimization; random differential equations; stationary process; noise-to-state exponential stability
Cite as: Wang D, Wang Z, Wu Z J, et al. Distributed convex optimization for nonlinear multi-agent systems disturbed by a second-order stationary process over a digraph. Sci China Inf Sci, 2022, 65(3): 132201, doi: 10.1007/s11432-020-3111-4
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Keywords: distributed observer; finite-time tracking; homogeneous technique; intermittent communication; multiple heterogeneous AUVs
Cite as: Chen B, Hu J P, Ghosh B K. Finite-time tracking control of heterogeneous multi-AUV systems with partial measurements and intermittent communication. Sci China Inf Sci, 2024, 67(5): 152202, doi: 10.1007/s11432-023-3903-6
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Keywords: multi-robot system; region tracking; robust control; adaptive control; distributed control
Cite as: Fu J J, Lv Y Z, Yu W W. Robust adaptive time-varying region tracking control of multi-robot systems. Sci China Inf Sci, 2023, 66(5): 159202, doi: 10.1007/s11432-020-3299-2
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Reinforcement learning for optimal tracking of large-scale systems with multitime scales
Li, Jinna; Nie, Hao; Chai, Tianyou; Lewis, Frank L.
Sci China Inf Sci, 2023, 66(7): 170201
Keywords: reinforcement learning; singular perturbation; multitime scales; data-driven control
Cite as: Li J N, Nie H, Chai T Y, et al. Reinforcement learning for optimal tracking of large-scale systems with multitime scales. Sci China Inf Sci, 2023, 66(7): 170201, doi: 10.1007/s11432-022-3796-2
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Keywords: microgrid; hierarchical control architecture; cyber-physical system security; denial-of-service attack; adaptive secondary frequency control
Cite as: Sun Q Y, Wang B Y, Feng X M, et al. Small-signal stability and robustness analysis for microgrids under time-constrained DoS attacks and a mitigation adaptive secondary control method. Sci China Inf Sci, 2022, 65(6): 162202, doi: 10.1007/s11432-021-3290-3
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Keywords: adaptive dynamic programming; cooperative control; distributed adaptive internal model; multi-agent systems; optimal output regulation
Cite as: Xie K D, Jiang Y, Yu X, et al. Data-driven cooperative optimal output regulation for linear discrete-time multi-agent systems by online distributed adaptive internal model approach. Sci China Inf Sci, 2023, 66(7): 170202, doi: 10.1007/s11432-022-3687-1
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Keywords: multi-agent system; consensus; fully distributed adaptive protocol; directed spanning tree; robust protocol design
Cite as: Lv Y Z, Li Z K. Is fully distributed adaptive protocol applicable to graphs containing a directed spanning tree?. Sci China Inf Sci, 2022, 65(8): 189203, doi: 10.1007/s11432-020-3129-1
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Keywords: heterogeneous multiagent systems; HMAS; reinforcement learning; RL; optimal output syn- chronization; communication delays
Cite as: Xu Y, Wu Z-G, Che W-W, et al. Reinforcement learning-based unknown reference tracking control of HMASs with nonidentical communication delays. Sci China Inf Sci, 2023, 66(7): 170203, doi: 10.1007/s11432-022-3729-7
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Keywords: distributed convex optimization; strongly convex optimization; mirror descent; quantized communication; Bregman divergence
Cite as: Xiong M H, Zhang B Y, Yuan D M, et al. Distributed quantized mirror descent for strongly convex optimization over time-varying directed graph. Sci China Inf Sci, 2022, 65(10): 202202, doi: 10.1007/s11432-020-3275-3
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A survey of decision making in adversarial games
Li, Xiuxian; Meng, Min; Hong, Yiguang; Chen, Jie
Sci China Inf Sci, 2024, 67(4): 141201
Keywords: adversarial games; zero-sum games; Stackelberg games; differential games; Nash equilibrium; correlated equilibrium; regret
Cite as: Li X X, Meng M, Hong Y G, et al. A survey of decision making in adversarial games. Sci China Inf Sci, 2024, 67(4): 141201, doi: 10.1007/s11432-022-3777-y
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Modified graph systems for distributed optimization
Xia, Zicong; Liu, Yang; Wang, Dongyun; Gui, Weihua
Sci China Inf Sci, 2023, 66(12): 222202
Keywords: distributed optimization; modified graph system; neurodynamic optimization; communication graph
Cite as: Xia Z C, Liu Y, Wang D Y, et al. Modified graph systems for distributed optimization. Sci China Inf Sci, 2023, 66(12): 222202, doi: 10.1007/s11432-022-3781-4
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Achieving geometric convergence for distributed optimization with Barzilai-Borwein step sizes
Gao, Juan; Liu, Xin-Wei; Dai, Yu-Hong; Huang, Yakui; Yang, Peng
Sci China Inf Sci, 2022, 65(4): 149204
Keywords: distributed optimization; multi-agent network; barzilai-borwein step sizes; optimization algorithms; convergence rate
Cite as: Gao J, Liu X-W, Dai Y-H, et al. Achieving geometric convergence for distributed optimization with Barzilai-Borwein step sizes. Sci China Inf Sci, 2022, 65(4): 149204, doi: 10.1007/s11432-020-3256-x
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Predefined-time distributed multiobjective optimization for network resource allocation
Zhang, Kunpeng; Xu, Lei; Yi, Xinlei; Ding, Zhengtao; Johansson, Karl H.; Chai, Tianyou; Yang, Tao
Sci China Inf Sci, 2023, 66(7): 170204
Keywords: distributed optimization; multiobjective optimization; predefined-time algorithms; time-based generators; weighted Lp preference index
Cite as: Zhang K P, Xu L, Yi X L, et al. Predefined-time distributed multiobjective optimization for network resource allocation. Sci China Inf Sci, 2023, 66(7): 170204, doi: 10.1007/s11432-022-3791-8
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Keywords: Multi-agent systems; Consensus; Hybrid systems; Hybrid output feedback; Cooperative control
Cite as: Zhang Y, Su Y F. Consensus of hybrid linear multi-agent systems with periodic jumps. Sci China Inf Sci, 2023, 66(7): 179204, doi: 10.1007/s11432-021-3413-x
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Keywords: optimal consensus; dynamic event-triggered control; synchronous and asynchronous communications
Cite as: Zhang J, Zhang H G, Zhou B W, et al. Distributed optimal consensus of multiagent systems with Markovian switching topologies: synchronous and asynchronous communications. Sci China Inf Sci, 2023, 66(12): 222209, doi: 10.1007/s11432-023-3843-7
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Keywords: nonlinear multi-agent systems; uniform quantizer; logarithmic quantizer; dynamic gain; δ-asymptotic distributed consensus
Cite as: Zhang J, Liu S, Zhang X F. Observer-based distributed consensus for nonlinear multi-agent systems with limited data rate. Sci China Inf Sci, 2022, 65(9): 192204, doi: 10.1007/s11432-020-3239-2
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Keywords: cyber-physical microgrid; load frequency control; quadratic convex framework; stability analysis
Cite as: He J, Liang Y, Hao X H, et al. A quadratic convex framework with bigger freedom for the stability analysis of a cyber-physical microgrid system. Sci China Inf Sci, 2023, 66(2): 122202, doi: 10.1007/s11432-021-3433-8
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Rating-protocol optimization for blockchain-enabled hybrid energy trading in smart grids
Bao, Zheng; Tang, Changbing; Lin, Feilong; Zheng, Zhonglong; Yu, Xinghuo
Sci China Inf Sci, 2023, 66(5): 159205
Keywords: blockchain; smart grid; rating protocol; incentive mechanism; hybrid trading
Cite as: Bao Z, Tang C B, Lin F L, et al. Rating-protocol optimization for blockchain-enabled hybrid energy trading in smart grids. Sci China Inf Sci, 2023, 66(5): 159205, doi: 10.1007/s11432-021-3390-7
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Fully distributed event-triggered affine formation maneuver control over directed graphs
Chang, Zeze; Song, Weihao; Wang, Junjie; Li, Zhongkui
Sci China Inf Sci, 2023, 66(6): 164201
Keywords: formation control; event-triggered control; multi-agent systems; fully distributed control; directed graph
Cite as: Chang Z Z, Song W H, Wang J J, et al. Fully distributed event-triggered affine formation maneuver control over directed graphs. Sci China Inf Sci, 2023, 66(6): 164201, doi: 10.1007/s11432-022-3638-9
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A model predictive control strategy with switching cost functions for cooperative operation of trains
Zhang, Zixuan; Song, Haifeng; Wang, Hongwei; Liu, Ling; Dong, Hairong
Sci China Inf Sci, 2023, 66(7): 172206
Keywords: cooperative control; switching cost functions; model predictive control; automatic train operation; railway train
Cite as: Zhang Z X, Song H F, Wang H W, et al. A model predictive control strategy with switching cost functions for cooperative operation of trains. Sci China Inf Sci, 2023, 66(7): 172206, doi: 10.1007/s11432-022-3662-x
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Keywords: resource allocation; distributed algorithm; randomized difference
Cite as: Geng X X, Zhao W X. Randomized difference-based gradient-free algorithm for distributed resource allocation. Sci China Inf Sci, 2022, 65(4): 142205, doi: 10.1007/s11432-020-3147-2
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Keywords: dynamic wireless charging; electric vehicles; multi-objective optimization; constrained adaptive particle swarm optimization
Cite as: Zhou Z, Liu Z T, Su H Y, et al. Multi-objective optimization for 10-kW rated power dynamic wireless charging systems of electric vehicles. Sci China Inf Sci, 2022, 65(10): 202201, doi: 10.1007/s11432-020-3255-5
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Keywords: constraint optimization; noisy observation; output variation; Markovian switching target; distributed algorithm; DC microgrid
Cite as: Xie S Y, Wang L Y, Nazari M H, et al. Distributed optimization with Markovian switching targets and stochastic observation noises with applications to DC microgrids. Sci China Inf Sci, 2022, 65(12): 222205, doi: 10.1007/s11432-022-3582-5
Special Topic: Control, Optimization, and Learning for Networked Systems
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Sampled-data bipartite containment control over a network of wave equations
Chen, Yining; Zuo, Zhiqiang; Wang, Yijing
Sci China Inf Sci, 2023, 66(9): 190202
Keywords: bipartite containment control; sampled-data control; multi-agent system; partial differential equation
Cite as: Chen Y N, Zuo Z Q, Wang Y J. Sampled-data bipartite containment control over a network of wave equations. Sci China Inf Sci, 2023, 66(9): 190202, doi: 10.1007/s11432-022-3747-2
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A zeroth-order algorithm for distributed optimization with stochastic stripe observations
Wang, Yinghui; Zeng, Xianlin; Zhao, Wenxiao; Hong, Yiguang
Sci China Inf Sci, 2023, 66(9): 199202
Keywords: distributed algorithm; stochastic; stripe observations; zeroth-order method; distributed optimization
Cite as: Wang Y H, Zeng X L, Zhao W X, et al. A zeroth-order algorithm for distributed optimization with stochastic stripe observations. Sci China Inf Sci, 2023, 66(9): 199202, doi: 10.1007/s11432-022-3637-y
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Keywords: Consensus; Communication link faults; Rigid body systems; Attitude consensus; Resilience
Cite as: Su H S, Li Z H. Adaptive leader-following attitude consensus of multiple rigid body systems with resilience to communication link faults. Sci China Inf Sci, 2023, 66(10): 209201, doi: 10.1007/s11432-021-3689-6
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Keywords: Euler-Lagrange systems; underactuated system; containment control; adaptive-robust control
Cite as: Su H S, Wu Y L, Zhang L R, et al. Structure-free containment control for uncertain underactuated multiple Euler-Lagrange systems. Sci China Inf Sci, 2023, 66(11): 212203, doi: 10.1007/s11432-022-3711-1
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Distributed periodic event-triggered terminal sliding mode control for vehicular platoon system
Li, Mengjie; Li, Shaobao; Luo, Xiaoyuan; Zheng, Xinquan; Guan, Xinping
Sci China Inf Sci, 2023, 66(12): 229203
Keywords: Platoon control; Sliding mode control; Vehicular platoon systems; Periodic event-triggered mechanism; Traffic flow stability
Cite as: Li M J, Li S B, Luo X Y, et al. Distributed periodic event-triggered terminal sliding mode control for vehicular platoon system. Sci China Inf Sci, 2023, 66(12): 229203, doi: 10.1007/s11432-023-3840-x
SCIS Selected Articles on Semi-Tensor Product (STP)
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Stabilization of a class of congestion games via intermittent control
Jiang, Kaichen; Wang, Jinhuan
Sci China Inf Sci, 2022, 65(4): 149203
Keywords: semi-tensor product of matrices; weighted congestion game; evolutionary dynamics; intermittent control; nash equilibrium
Cite as: Jiang K C, Wang J H. Stabilization of a class of congestion games via intermittent control. Sci China Inf Sci, 2022, 65(4): 149203, doi: 10.1007/s11432-019-3042-4
Special Topic: Control, Optimization, and Learning for Networked Systems
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Keywords: distributed observer; heterogeneous multi-agent system; sign consensus; switching signed graph; leaderless consensus
Cite as: Meng Y H, Zhang H W, Wu A G. Leaderless output sign consensus of heterogeneous multi-agent systems over switching signed graphs. Sci China Inf Sci, 2023, 66(9): 190208, doi: 10.1007/s11432-022-3776-5
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Keywords: noncooperative games; event-triggered communication; coding-decoding; quantization
Cite as: Yang S F, Xu W Y, He W L, et al. Distributed generalized Nash equilibrium seeking: event-triggered coding-decoding-based secure communication. Sci China Inf Sci, 2024, 67(7): 172205, doi: 10.1007/s11432-023-4009-4
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Optimization methods rooted in optimal control
Zhang, Huanshui; Wang, Hongxia; Xu, Yeming; Guo, Ziyuan
Sci China Inf Sci, 2024, 67(12): 222208
Keywords: optimal control; optimization methods; optimization algorithm; maximum principle; superlinear convergence
Cite as: Zhang H S, Wang H X, Xu Y M, et al. Optimization methods rooted in optimal control. Sci China Inf Sci, 2024, 67(12): 222208, doi: 10.1007/s11432-024-4207-5
Special Topic: Control, Optimization, and Learning for Networked Systems
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Keywords: cooperative output regulation; heterogeneous multi-agent systems; DoS attacks; linear parameter-varying systems
Cite as: Fu C C, Zhang H, Huang C, et al. Secure cooperative output regulation for linear parameter-varying systems under DoS attacks: a resilient observer approach. Sci China Inf Sci, 2023, 66(9): 190203, doi: 10.1007/s11432-022-3792-5
Special Topic: Control, Optimization, and Learning for Networked Systems
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Keywords: data-driven control; interconnected system; traffic light control; prediction control; adaptive predictive control
Cite as: Ru X F, Mei C Y, Xia W G, et al. Distributed model-free adaptive predictive control of traffic lights for multiple interconnected intersections. Sci China Inf Sci, 2023, 66(9): 190209, doi: 10.1007/s11432-022-3825-4
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Distributed sensor network localization based on local bearing measurement
Zhang, Hao; Lv, Yunkai; Wang, Zhuping; Zhan, Zhian; Yan, Huaicheng
Sci China Inf Sci, 2023, 66(12): 229202
Keywords: network localization; local bearing measurements; orientation estimation; directed acyclic graph; distributed estimation
Cite as: Zhang H, Lv Y K, Wang Z P, et al. Distributed sensor network localization based on local bearing measurement. Sci China Inf Sci, 2023, 66(12): 229202, doi: 10.1007/s11432-022-3797-2
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A reputation-based blockchain scheme for sustained carbon emission reduction
Zhou, Lixiao; Tang, Changbing; Bao, Zheng; Liu, Yang; Yu, Xinghuo
Sci China Inf Sci, 2024, 67(5): 159202
Keywords: blockchain; consensus protocol; carbon emission reduction; Emission Trading Schemes; Public Goods Game
Cite as: Zhou L X, Tang C B, Bao Z, et al. A reputation-based blockchain scheme for sustained carbon emission reduction. Sci China Inf Sci, 2024, 67(5): 159202, doi: 10.1007/s11432-023-3967-0
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Keywords: Pinning control; Bearing-only formation; Finite-time; Multi-agent systems; Collision avoidance
Cite as: Liu C J, Zhu W, Sun F L. Finite-time bearing-only formation of first-order multi-agent systems under pinning control. Sci China Inf Sci, 2024, 67(5): 159203, doi: 10.1007/s11432-023-3999-5
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Improved dynamic regret of distributed online multiple Frank-Wolfe convex optimization
Zhang, Wentao; Shi, Yang; Zhang, Baoyong; Yuan, Deming
Sci China Inf Sci, 2024, 67(11): 212201
Keywords: distributed online convex optimization; multiple iterations; Frank-Wolfe algorithm; dynamic regret; gradient tracking method
Cite as: Zhang W T, Shi Y, Zhang B Y, et al. Improved dynamic regret of distributed online multiple Frank-Wolfe convex optimization. Sci China Inf Sci, 2024, 67(11): 212201, doi: 10.1007/s11432-023-4086-5
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Keywords: mixed integer programming; decomposition methods; distributed optimization
Cite as: Tian F Z, Liu H Z, Yu W W. A distributed decomposition algorithm for solving large-scale mixed integer programming problem. Sci China Inf Sci, 2024, 67(12): 222205, doi: 10.1007/s11432-024-4210-2
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Mean-square prescribed finite-time output consensus of high-order linear multi-agent systems
Liang, Qingpeng; Huang, Deqing; Ma, Lei; Hu, Jiangping; Wu, Yanzhi
Sci China Inf Sci, 2024, 67(12): 229201
Keywords: multi-agent systems; communication noises; mean-square prescribed finite-time output consensus; stochastic approximation gain; distributed control
Cite as: Liang Q P, Huang D Q, Ma L, et al. Mean-square prescribed finite-time output consensus of high-order linear multi-agent systems. Sci China Inf Sci, 2024, 67(12): 229201, doi: 10.1007/s11432-023-4193-1
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Inexact proximal gradient algorithm with random reshuffling for nonsmooth optimization
Jiang, Xia; Fang, Yanyan; Zeng, Xianlin; Sun, Jian; Chen, Jie
Sci China Inf Sci, 2025, 68(1): 112201
Keywords: proximal operator; random reshuffling; inexact computation; compressed sensing; nonsmooth optimization
Cite as: Jiang X, Fang Y Y, Zeng X L, et al. Inexact proximal gradient algorithm with random reshuffling for nonsmooth optimization. Sci China Inf Sci, 2025, 68(1): 112201, doi: 10.1007/s11432-023-4095-y
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Keywords: multiagent systems; event-triggered mechanism; prioritized experience replay; dual-structured neural networks; optimal consensus control
Cite as: Zhang C J, Ji L H, Yang S S, et al. Distributed optimal consensus control for multiagent systems based on event-triggered and prioritized experience replay strategies. Sci China Inf Sci, 2025, 68(1): 112206, doi: 10.1007/s11432-023-4183-4
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Keywords: output synchronization; false data injection attacks; adaptive compensators; heterogeneous multi-agent systems; secure control
Cite as: Huo S C, Huang D L, Zhang Y. Secure output synchronization of heterogeneous multi-agent systems against false data injection attacks. Sci China Inf Sci, 2022, 65(6): 162204, doi: 10.1007/s11432-020-3148-x
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Keywords: interconnected nonlinear system; actuator fault; DoS attack; disturbance; fault-tolerant control; event-driven control
Cite as: Guo B, Dian S Y, Zhao T. Active event-driven reliable defense control for interconnected nonlinear systems under actuator faults and denial-of-service attacks. Sci China Inf Sci, 2022, 65(6): 162205, doi: 10.1007/s11432-021-3397-2
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Keywords: cyber-physical systems; input-to-state stability; asynchronous dos attacks; h∞ observer; event-triggered control
Cite as: Zhang Y F, Wu Z G, Wu Z Z, et al. Resilient observer-based event-triggered control for cyber-physical systems under asynchronous denial-of-service attacks. Sci China Inf Sci, 2022, 65(4): 142203, doi: 10.1007/s11432-020-3190-2
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Cited in SCI: 10
Keywords: fault estimation; unknown input observer; markovian jump systems; dynamic event-triggered mechanism; time-varying delays
Cite as: Du X T, Zou L, Zhao Z Y, et al. Unknown-input-observer-based approach to dynamic event-triggered fault estimation for Markovian jump systems with time-varying delays. Sci China Inf Sci, 2022, 65(3): 132203, doi: 10.1007/s11432-020-3178-3
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Incipient fault diagnosis on active disturbance rejection control
Huang, Darong; Hua, Xingxing; Mi, Bo; Liu, Yang; Zhang, Zhenyuan
Sci China Inf Sci, 2022, 65(9): 199202
Keywords: active disturbance rejection control; fault diagnosis; disturbance; abrupt incipient fault; soft incipient fault
Cite as: Huang D R, Hua X X, Mi B, et al. Incipient fault diagnosis on active disturbance rejection control. Sci China Inf Sci, 2022, 65(9): 199202, doi: 10.1007/s11432-020-3154-5
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Prognostics based on the generalized diffusion process with parameters updated by a sequential Bayesian method
Hong Pei; Si, Xiaosheng; Hu, Changhua; Zhang, Jianxun; Du, Dangbo; Pang, Zhenan; Zhang, Shengfei
Sci China Inf Sci, 2022, 65(6): 162206
Keywords: generalized diffusion process; stochastic model parameters; remaining useful life; maximum likelihood estimation; sequential Bayesian methods
Cite as: Pei H, Si X S, Hu C H, et al. Prognostics based on the generalized diffusion process with parameters updated by a sequential Bayesian method. Sci China Inf Sci, 2022, 65(6): 162206, doi: 10.1007/s11432-020-2980-9
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Keywords: time-delay LPV systems; geometric approach; fault detection; fault isolation; exact-memory; rough-memory
Cite as: Zhang Z, He X. Fault detection and isolation for linear parameter-varying systems with time-delays: a geometric approach. Sci China Inf Sci, 2023, 66(7): 172202, doi: 10.1007/s11432-022-3632-2
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Cited in SCI: 5
Keywords: fault estimation; high order iterative learning scheme; nonlinear system; nonlinear uncertainties; iterative learning control
Cite as: Feng L, Xu S Q, Zhang K, et al. Fault estimation based on high order iterative learning scheme for systems subject to nonlinear uncertainties. Sci China Inf Sci, 2022, 65(7): 179202, doi: 10.1007/s11432-020-3026-4
Special Topic: Control, Optimization, and Learning for Networked Systems
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Cited in SCI: 4
Keywords: cooperative output regulation; adaptive dynamic programming; learning-based control; multi-agent systems; cybersecurity
Cite as: Gao W N, Jiang Z-P. Data-driven cooperative output regulation of multi-agent systems under distributed denial of service attacks. Sci China Inf Sci, 2023, 66(9): 190201, doi: 10.1007/s11432-022-3702-4
Special Focus on Cyber-Physical Systems
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Cited in SCI: 3
Keywords: process monitoring; label propagation; dictionary learning; between-mode similarity; graph laplacian regularization
Cite as: Huang K K, Tao S J, Liu Y S, et al. Label propagation dictionary learning based process monitoring method for industrial process with between-mode similarity. Sci China Inf Sci, 2022, 65(1): 110203, doi: 10.1007/s11432-021-3341-y
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Keywords: safety criteria; barrier function; fault safety; multi-hypersphere method; dynamic system
Cite as: Zhu Z R, Chai Y, Yang Z M, et al. Safety criteria based on barrier function under the framework of boundedness for some dynamic systems. Sci China Inf Sci, 2022, 65(2): 122203, doi: 10.1007/s11432-020-3028-4
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Keywords: fault estimation; potential factor; Bellman-Gronwall theory; iterative learning scheme; norm theory
Cite as: Tian Y M, Chai Y, Feng L, et al. Fault estimator design based on an iterative-learning scheme according to the forgetting factor for nonlinear systems. Sci China Inf Sci, 2023, 66(7): 179201, doi: 10.1007/s11432-021-3342-3
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Cited in SCI: 3
Keywords: imbalanced fault classification; fault diagnosis; industrial process monitoring; deep reinforcement learning; cost-sensitive learning; policy gradient; sample weights
Cite as: Zhang X M, Fan S T, Song Z H. Reinforcement learning-based cost-sensitive classifier for imbalanced fault classification. Sci China Inf Sci, 2023, 66(11): 212201, doi: 10.1007/s11432-021-3775-4
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Cited in SCI: 2
Keywords: latent mapping; manifold learning; local linear embedding; te process; fault detection
Cite as: Li Y, Feng C C. Industrial process fault detection based on locally linear embedded latent mapping. Sci China Inf Sci, 2022, 65(4): 149201, doi: 10.1007/s11432-019-2896-x
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Strong fault prognosability of partially-observed discrete event systems
Zhou, Yingrui; Chen, Zengqiang; Liu, Zhongxin; Zhang, Zhipeng
Sci China Inf Sci, 2023, 66(3): 139202
Keywords: strongly fault prognosability; decentralized fault prognosis; fault prediction and isolation; discrete event systems; partially-observed discrete event systems
Cite as: Zhou Y R, Chen Z Q, Liu Z X, et al. Strong fault prognosability of partially-observed discrete event systems. Sci China Inf Sci, 2023, 66(3): 139202, doi: 10.1007/s11432-020-3168-1
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Keywords: switched system; fault detection and isolation; mixed L2 − L∞/H∞; H− technique
Cite as: Guo S H, Tang M Z, Huang D R, et al. State estimation and finite-frequency fault detection for interconnected switched cyber-physical systems. Sci China Inf Sci, 2023, 66(9): 192204, doi: 10.1007/s11432-022-3705-2
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A new current sensor incipient fault diagnosis method for converters in wind energy conversion systems
Tao, Songbing; Hu, Youqiang; Xu, Shuiqing; Chai, Yi; Zhang, Ke
Sci China Inf Sci, 2022, 65(5): 159201
Keywords: incipient fault; current sensor; fault diagnosis; wind power; instantaneous amplitude; fault location
Cite as: Tao S B, Hu Y Q, Xu S Q, et al. A new current sensor incipient fault diagnosis method for converters in wind energy conversion systems. Sci China Inf Sci, 2022, 65(5): 159201, doi: 10.1007/s11432-020-2947-1
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Keywords: supervised learning; deep learning; regularized autoencoder; process monitoring; quality-relevant fault detection
Cite as: Li Z C, Tian L, Yan X F. A novel deep quality-supervised regularized autoencoder model for quality-relevant fault detection. Sci China Inf Sci, 2022, 65(5): 159203, doi: 10.1007/s11432-020-2964-7
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Keywords: false data injection attacks; sensor fusion; estimation; nonlinear filter; cyber-physical systems
Cite as: Tan Y W, Weng P D, Chen B, et al. Nonlinear fusion estimation for false data injection attack signals in cyber-physical systems. Sci China Inf Sci, 2023, 66(7): 179203, doi: 10.1007/s11432-021-3428-y
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First attempt of barrier functions for Caputo’s fractional-order nonlinear dynamical systems
Zhu, Zheren; Huang, Pengfei; Zhang, Xinmin; Chai, Yi; Song, Zhihuan
Sci China Inf Sci, 2023, 66(7): 179205
Keywords: barrier functions; safety; safety-and-stability; Caputo's fractional-order systems; nonlinear dynamical system
Cite as: Zhu Z R, Huang P F, Zhang X M, et al. First attempt of barrier functions for Caputo’s fractional-order nonlinear dynamical systems. Sci China Inf Sci, 2023, 66(7): 179205, doi: 10.1007/s11432-021-3418-4
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Keywords: cyber-physical systems; attack detection and identification; distributed optimization; security analysis; cyber attacks
Cite as: An L W, Yang G-H. Attack detectability and stealthiness in distributed optimal coordination of cyber-physical systems. Sci China Inf Sci, 2023, 66(9): 199204, doi: 10.1007/s11432-021-3644-3
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Fairness in machine learning: definition, testing, debugging, and application
Gao, Xuanqi; Shen, Chao; Jiang, Weipeng; Lin, Chenhao; Li, Qian; Wang, Qian; Li, Qi; Guan, Xiaohong
Sci China Inf Sci, 2024, 67(9): 191201
Keywords: artificial intelligence security; machine learning security; machine learning fairness; model testing; model debugging
Cite as: Gao X Q, Shen C, Jiang W P, et al. Fairness in machine learning: definition, testing, debugging, and application. Sci China Inf Sci, 2024, 67(9): 191201, doi: 10.1007/s11432-023-4060-x
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Keywords: flocking control; fault-tolerant control; multiple malicious agents; geometric configuration
Cite as: Zhang C C, Yang H, Jiang B. Fault-tolerant flocking control against multiple malicious agents under geometric configuration containment. Sci China Inf Sci, 2024, 67(10): 202204, doi: 10.1007/s11432-023-4035-9
SCIS Selected Articles on Semi-Tensor Product (STP)
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An STP look at logical blocking of finite state machines: formulation, detection, and search
Yan, Yongyi; Hao, Penglei; Yue, Jumei; Li, Haitao; Feng, Jun-E
Sci China Inf Sci, 2024, 67(10): 202208
Keywords: semi-tensor product of matrices; STP; matrix approach; finite-valued systems; logical systems; logical networks; finite state machines
Cite as: Yan Y Y, Hao P L, Yue J M, et al. An STP look at logical blocking of finite state machines: formulation, detection, and search. Sci China Inf Sci, 2024, 67(10): 202208, doi: 10.1007/s11432-022-4124-7
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Interval analysis for neural networks with application to fault detection
Wang, Zhenhua; Ma, Youdao; Zhu, Song; Dinh, Thach Ngoc; Shen, Yi
Sci China Inf Sci, 2024, 67(11): 212205
Keywords: interval analysis; feedforward neural network; fault detection; adaptive thresholds
Cite as: Wang Z H, Ma Y D, Zhu S, et al. Interval analysis for neural networks with application to fault detection. Sci China Inf Sci, 2024, 67(11): 212205, doi: 10.1007/s11432-023-4146-6
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Keywords: discrete event systems; decentralized diagnosis; codiagnosability; automata
Cite as: Dong W J, Li S Y, Yin X. Decentralized fault diagnosis of discrete-event systems with unreliable sensors using linear temporal logic. Sci China Inf Sci, 2025, 68(1): 112207, doi: 10.1007/s11432-023-4108-8
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Keywords: boundary control; active disturbance rejection control; backstepping method; fractional; mittag-leffler stable
Cite as: Cai R-Y, Zhou H-C, Kou C-H. Active disturbance rejection control for fractional reaction-diffusion equations with spatially varying diffusivity and time delay. Sci China Inf Sci, 2022, 65(2): 129203, doi: 10.1007/s11432-019-2876-9
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Adaptive event-triggered state estimation for large-scale systems subject to deception attacks
Xiao, Hanchen; Ding, Derui; Dong, Hongli; Wei, Guoliang
Sci China Inf Sci, 2022, 65(2): 122207
Keywords: input-to-state stability; power systems large-scale discrete-time systems; adaptive event-triggering communication; deception attacks,
Cite as: Xiao H C, Ding D R, Dong H L, et al. Adaptive event-triggered state estimation for large-scale systems subject to deception attacks. Sci China Inf Sci, 2022, 65(2): 122207, doi: 10.1007/s11432-020-3142-5
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Keywords: equivalent input disturbance; EID; linear matrix inequality; LMI; linear quadratic regulator; LQR; particle swarm optimization; PSO; periodic disturbance; repetitive control
Cite as: Mei Q C, She J H, Liu Z T, et al. Estimation and compensation of periodic disturbance using internal-model-based equivalent-input-disturbance approach. Sci China Inf Sci, 2022, 65(8): 182205, doi: 10.1007/s11432-020-3192-5
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Keywords: cyber physical systems; event-triggered estimation; injection attack; optimal state estimation; optimal filtering
Cite as: Liu L, Zhao X D, Wang B H, et al. Event-triggered state estimation for cyber-physical systems with partially observed injection attacks. Sci China Inf Sci, 2023, 66(6): 169202, doi: 10.1007/s11432-021-3260-0
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Time-scheduled observer design for switched linear systems with unknown inputs
Shi, Shuang; Fei, Zhongyang; Zhao, Xudong
Sci China Inf Sci, 2022, 65(7): 179204
Keywords: switched linear systems; unknown inputs; admissible edge-dependent average dwell-time; multiple discontinuous lyapunov-like functions; observer design
Cite as: Shi S, Fei Z Y, Zhao X D. Time-scheduled observer design for switched linear systems with unknown inputs. Sci China Inf Sci, 2022, 65(7): 179204, doi: 10.1007/s11432-020-3143-7
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System identification under saturated precise or set-valued measurements
Zhao, Yanlong; Zhang, Hang; Wang, Ting; Kang, Guolian
Sci China Inf Sci, 2023, 66(1): 112204
Keywords: system identification; Cram´er-Rao lower bound; truncated data; precise measurement; set-valued measurement
Cite as: Zhao Y L, Zhang H, Wang T, et al. System identification under saturated precise or set-valued measurements. Sci China Inf Sci, 2023, 66(1): 112204, doi: 10.1007/s11432-021-3505-5
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Keywords: online quantum state filter; oqsf; online alternating direction method of multipliers; oadm; iterative shrinkage threshold algorithm; ista; sparse disturbance; gaussian noise
Cite as: Wang T, Cong S. An online quantum state filter with sparse disturbance and Gaussian noise. Sci China Inf Sci, 2022, 65(6): 169204, doi: 10.1007/s11432-021-3339-y
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Randomized multimodel multiple hypothesis tracking
Liu, Haiqi; Shen, Xiaojing; Wang, Zhiguo; Meng, Fanqin
Sci China Inf Sci, 2023, 66(9): 199203
Keywords: multi-target tracking; data association; random coefficient matrices; Kalman filter; maneuvering targets
Cite as: Liu H Q, Shen X J, Wang Z G, et al. Randomized multimodel multiple hypothesis tracking. Sci China Inf Sci, 2023, 66(9): 199203, doi: 10.1007/s11432-022-3639-y
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A recursive least squares algorithm with ℓ1 regularization for sparse representation
Liu, Di; Baldi, Simone; Liu, Quan; Yu, Wenwu
Sci China Inf Sci, 2023, 66(2): 129202
Keywords: sparse representation; recursive least squares; l1-regularization; l2-regularization; sparse model; parameter estimation
Cite as: Liu D, Baldi S, Liu Q, et al. A recursive least squares algorithm with ℓ1 regularization for sparse representation. Sci China Inf Sci, 2023, 66(2): 129202, doi: 10.1007/s11432-022-3546-5
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Keywords: state fusion estimation; nonlinear systems; heavy-tailed noise; intermittent observations; multivariate t-distribution
Cite as: Xiao B, Wu Q M J, Yan L P. Multisensor fusion estimation of nonlinear systems with intermittent observations and heavy-tailed noises. Sci China Inf Sci, 2022, 65(9): 192203, doi: 10.1007/s11432-020-3223-6
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Reliable attitude estimation algorithm considering atypical observation
Guo, Xiao-Ting; Shen, Chong; Tang, Jun; Li, Jie; Liu, Jun
Sci China Inf Sci, 2022, 65(10): 209203
Keywords: attitude estimation; integrated system; ckf; vision atypical observations; narx
Cite as: Guo X-T, Shen C, Tang J, et al. Reliable attitude estimation algorithm considering atypical observation. Sci China Inf Sci, 2022, 65(10): 209203, doi: 10.1007/s11432-020-3093-5
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State estimation for delayed switched positive systems: delayed radius approach
Chen, Weizhong; Fei, Zhongyang; Zhao, Xudong; Wu, Zheng-Guang
Sci China Inf Sci, 2024, 67(8): 182202
Keywords: delayed switched positive systems; interval estimation; asynchronous correction matrix; zonotopes; mode-dependent average dwell time
Cite as: Chen W Z, Fei Z Y, Zhao X D, et al. State estimation for delayed switched positive systems: delayed radius approach. Sci China Inf Sci, 2024, 67(8): 182202, doi: 10.1007/s11432-023-3980-0
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State and parameter identification of linearized water wave equation via adjoint method
Yu, Yang; Xu, Cheng-Zhong; Pei, Hai-Long; Yu, Jinpeng
Sci China Inf Sci, 2024, 67(10): 202205
Keywords: linearized water wave equation (LWWE); point observation; state estimation; parameter identification; adjoint method; numerical simulation
Cite as: Yu Y, Xu C-Z, Pei H-L, et al. State and parameter identification of linearized water wave equation via adjoint method. Sci China Inf Sci, 2024, 67(10): 202205, doi: 10.1007/s11432-023-4094-4
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Cited in SCI: 8
Multi-constrained intelligent gliding guidance via optimal control and DQN
Zhu, Jianwen; Zhang, Hao; Zhao, Sibo; Bao, Weimin
Sci China Inf Sci, 2023, 66(3): 132202
Keywords: gliding flight; optimal guidance; velocity control; deep reinforcement learning; intelligent decision
Cite as: Zhu J W, Zhang H, Zhao S B, et al. Multi-constrained intelligent gliding guidance via optimal control and DQN. Sci China Inf Sci, 2023, 66(3): 132202, doi: 10.1007/s11432-022-3543-4
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Cited in SCI: 5
Keywords: multidebris active removal; mission planning; multiobjective optimization; drift-orbit transfer strategy; rendezvous strategy
Cite as: Yang J N, Hou X L, Liu Y, et al. A two-level scheme for multiobjective multidebris active removal mission planning in low Earth orbits. Sci China Inf Sci, 2022, 65(5): 152201, doi: 10.1007/s11432-020-3049-5
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Pan-location mapping and localization for the in-situ science exploration of Zhurong Mars rover
Zeng, Xingguo; Liu, Jianjun; Ren, Xin; Yan, Wei; Fu, Qiang; Gao, Xingye; Chen, Wangli; Zuo, Wei; Li, Chunlai
Sci China Inf Sci, 2022, 65(7): 172201
Keywords: pan-location mapping; planetary exploration; geo-visualization; Tianwen-1 mission; Zhurong rover
Cite as: Zeng X G, Liu J J, Ren X, et al. Pan-location mapping and localization for the in-situ science exploration of Zhurong Mars rover. Sci China Inf Sci, 2022, 65(7): 172201, doi: 10.1007/s11432-021-3484-2
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Cited in SCI: 4
Distributed unmanned flocking inspired by the collective motion of pigeon flocks
Qiu, Huaxin; Zhou, Qingrui; Sun, Changhao; Wang, Xiaochu
Sci China Inf Sci, 2022, 65(4): 144201
Keywords: collective motion; distributed control; unmanned aerial vehicle; flocking control; swarm intelligence
Cite as: Qiu H X, Zhou Q R, Sun C H, et al. Distributed unmanned flocking inspired by the collective motion of pigeon flocks. Sci China Inf Sci, 2022, 65(4): 144201, doi: 10.1007/s11432-020-3222-2
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UAV swarm formation reconfiguration control based on variable-stepsize MPC-APCMPIO algorithm
Liao, Jian; Cheng, Jun; Xin, Bin; Luo, Delin; Zheng, Lihui; Kang, Yuhang; Zhou, Shaolei
Sci China Inf Sci, 2023, 66(11): 212207
Keywords: unmanned aerial vehicle swarm; formation reconfiguration; variable-stepsize model predictive control; MPC; adaptive perception Cauchy mutation pigeon-inspired optimization; APCMPIO; obstacle avoidance
Cite as: Liao J, Cheng J, Xin B, et al. UAV swarm formation reconfiguration control based on variable-stepsize MPC-APCMPIO algorithm. Sci China Inf Sci, 2023, 66(11): 212207, doi: 10.1007/s11432-022-3735-5
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Design and implementation of Chinese libration point missions
Liu, Lei; Wu, Wei-Ren; Liu, Yong
Sci China Inf Sci, 2023, 66(9): 191201
Keywords: libration point; three-body problem; lunar exploration; cislunar space; flight scheme
Cite as: Liu L, Wu W-R, Liu Y. Design and implementation of Chinese libration point missions. Sci China Inf Sci, 2023, 66(9): 191201, doi: 10.1007/s11432-022-3716-9
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A new SINS/RCNS integrated navigation method based on star pixel coordinates
Song, Guangxin; Yang, Yuqing; Ning, Xiaolin; Fang, Jiancheng; Wu, Weiren
Sci China Inf Sci, 2023, 66(9): 199201
Keywords: SINS; RCNS; integrated navigation; starlight refraction; star pixel coordinates
Cite as: Song G X, Yang Y Q, Ning X L, et al. A new SINS/RCNS integrated navigation method based on star pixel coordinates. Sci China Inf Sci, 2023, 66(9): 199201, doi: 10.1007/s11432-022-3630-1
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Optimizing evasive maneuvering of planes using a flight quality driven model
Liu, Chang; Sun, Shaoshan; Tao, Chenggang; Shou, Yingxin; Xu, Bin
Sci China Inf Sci, 2024, 67(3): 132206
Keywords: optimal maneuver; flying quality; evasive strategy; pursuit-evasion game; air-to-air combat
Cite as: Liu C, Sun S S, Tao C G, et al. Optimizing evasive maneuvering of planes using a flight quality driven model. Sci China Inf Sci, 2024, 67(3): 132206, doi: 10.1007/s11432-023-3848-6
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Multi-path navigation method using solar panel-reflected solar oscillations for Earth satellites
Yang, Yuqing; Yang, Haonan; Ning, Xiaolin; Wu, Weiren; Fang, Jiancheng
Sci China Inf Sci, 2024, 67(7): 179201
Keywords: autonomous navigation; low Earth orbit satellite; solar panel; solar oscillation; time delay
Cite as: Yang Y Q, Yang H N, Ning X L, et al. Multi-path navigation method using solar panel-reflected solar oscillations for Earth satellites. Sci China Inf Sci, 2024, 67(7): 179201, doi: 10.1007/s11432-023-4064-6
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Keywords: gliding flight; dynamic NFZ avoidance; multi-constrained optimal guidance; integrated design; DRL
Cite as: Zhao S B, Zhu J W, Bao W M, et al. A unified intelligent control strategy synthesizing multi-constrained guidance and avoidance penetration. Sci China Inf Sci, 2024, 67(7): 179202, doi: 10.1007/s11432-022-4063-x
Special Topic: UAV Swarm Autonomous Control
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A path planning algorithm for a crop monitoring fixed-wing unmanned aerial system
Qian, Longhao; Lo, Yi Lok; Liu, Hugh Hong-tao
Sci China Inf Sci, 2024, 67(8): 180201
Keywords: path planning; genetic algorithm; energy minimization; fixed-wing UAS; aerial survey
Cite as: Qian L H, Lo Y L, Liu H H. A path planning algorithm for a crop monitoring fixed-wing unmanned aerial system. Sci China Inf Sci, 2024, 67(8): 180201, doi: 10.1007/s11432-023-4087-4
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Keywords: electronic map; multi-objective optimization; differential evolution algorithm; Beidou navigation system; high-speed train positioning
Cite as: Yang H, Dong S-Q, Xie C-H. High-speed train positioning based on a combination of Beidou navigation, inertial navigation and an electronic map. Sci China Inf Sci, 2023, 66(7): 172207, doi: 10.1007/s11432-022-3659-2
Special Topic: UAV Swarm Autonomous Control
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Keywords: multi-agent system; leader-following consensus; invariant ellipsoid; disturbance
Cite as: Wang S Y, Polyakov A, Li M, et al. Optimal rejection of bounded perturbations in linear leader-following consensus protocol: invariant ellipsoid method. Sci China Inf Sci, 2024, 67(8): 180202, doi: 10.1007/s11432-023-4042-1
Special Topic: UAV Swarm Autonomous Control
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Keywords: UAV swarm; short-range air combat; multi-agent reinforcement learning; reward assignment; transfer
Cite as: Zheng Z Q, Wei C, Duan H B. UAV swarm air combat maneuver decision-making method based on multi-agent reinforcement learning and transferring. Sci China Inf Sci, 2024, 67(8): 180204, doi: 10.1007/s11432-023-4088-2
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PERSPECTIVE
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BIO-inspired intelligent navigation: from methodology, system theory, to behavioural science
Li, Wenshuo; Liu, Xin; Hu, Pengwei; Yang, Jian; Yu, Xiang; Guo, Lei
Sci China Inf Sci, 2024, 67(9): 196201
Keywords: autonomous navigation; artificial intelligence; bio-inspired navigation; information fusion; composite disturbance filtering
Cite as: Li W S, Liu X, Hu P W, et al. BIO-inspired intelligent navigation: from methodology, system theory, to behavioural science. Sci China Inf Sci, 2024, 67(9): 196201, doi: 10.1007/s11432-024-4131-9
Highly Cited in 202407
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Data-driven consensus control of fully distributed event-triggered multi-agent systems
Li, Yifei; Wang, Xin; Sun, Jian; Wang, Gang; Chen, Jie
Sci China Inf Sci, 2023, 66(5): 152202
Keywords: distributed control; event-triggered control; data-driven control; discrete-time MASs
Cite as: Li Y F, Wang X, Sun J, et al. Data-driven consensus control of fully distributed event-triggered multi-agent systems. Sci China Inf Sci, 2023, 66(5): 152202, doi: 10.1007/s11432-022-3629-1
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Matrix-injection-based transformation method for discrete-time systems with time-varying delay
Zhang, Chuan-Ke; Xie, Ke-You; He, Yong; She, Jinhua; Wu, Min
Sci China Inf Sci, 2023, 66(5): 159201
Keywords: discrete-time system; time-varying delay; stability; linear matrix inequality; matrix injection method
Cite as: Zhang C-K, Xie K-Y, He Y, et al. Matrix-injection-based transformation method for discrete-time systems with time-varying delay. Sci China Inf Sci, 2023, 66(5): 159201, doi: 10.1007/s11432-020-3221-6
Highly Cited in 202407
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Keywords: leader-following consensus; time-vary feedback; prescribed-time control; fully distributed consensus
Cite as: Zhang K, Zhou B, Yang X F, et al. Prescribed-time leader-following consensus of linear multi-agent systems by bounded linear time-varying protocols. Sci China Inf Sci, 2024, 67(1): 112201, doi: 10.1007/s11432-022-3685-3
Special Focus on Cyber-Physical Systems
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Cited in SCI: 23
Keywords: cyber-physical systems; nonlinear model predictive control; event-triggered mechanism; robust control; denial-of-service attacks
Cite as: Sun Q, Chen J C, Shi Y. Event-triggered robust MPC of nonlinear cyber-physical systems against DoS attacks. Sci China Inf Sci, 2022, 65(1): 110202, doi: 10.1007/s11432-020-3289-1
Highly Cited in 202407
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Cited in SCI: 21
Keywords: event-triggered sampling; self-triggered implementation; H∞ control; H\infinity control; looped-functional
Cite as: Zhang X-M, Han Q-L, Zhang B-L, et al. Accumulated-state-error-based event-triggered sampling scheme and its application to H∞ control of sampled-data systems. Sci China Inf Sci, 2024, 67(6): 162206, doi: 10.1007/s11432-023-4038-3
SCIS Selected Articles on Semi-Tensor Product (STP)
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Cited in SCI: 19
Keywords: finite horizon optimal control; logical networks; semi-tensor product; quantification; HEV control
Cite as: Wu Y H, Zhang J Y, Shen T L. A logical network approximation to optimal control on a continuous domain and its application to HEV control. Sci China Inf Sci, 2022, 65(11): 212203, doi: 10.1007/s11432-021-3446-8
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Cited in SCI: 16
Keywords: data-driven control; multi-agent system; consensus; looped-functional; LMI
Cite as: Wang X, Sun J, Deng F, et al. Event-triggered consensus control of heterogeneous multi-agent systems: model- and data-based approaches. Sci China Inf Sci, 2023, 66(9): 192201, doi: 10.1007/s11432-022-3683-y
Special Focus on Cyber-Physical Systems
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Keywords: industrial cyber-physical systems; icps; 5g-tsn co-design; wireless/wired integrated network; risk-sensitive reinforcement learning; deterministic communication
Cite as: Zhang Y J, Xu Q M, Guan X P, et al. Wireless/wired integrated transmission for industrial cyber-physical systems: risk-sensitive co-design of 5G and TSN protocols. Sci China Inf Sci, 2022, 65(1): 110204, doi: 10.1007/s11432-020-3344-8
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Deep reinforcement learning for optimal denial-of-service attacks scheduling
Hou, Fangyuan; Sun, Jian; Yang, Qiuling; Pang, Zhonghua
Sci China Inf Sci, 2022, 65(6): 162201
Keywords: optimal denial-of-service attack; scheduling; optimization; limited energy; deep reinforcement learning
Cite as: Hou F Y, Sun J, Yang Q L, et al. Deep reinforcement learning for optimal denial-of-service attacks scheduling. Sci China Inf Sci, 2022, 65(6): 162201, doi: 10.1007/s11432-020-3027-0
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Equivalent input disturbance-based load frequency control for smart grid with air conditioning loads
Jin, Li; He, Yong; Zhang, Chuan-Ke; Shangguan, Xing-Chen; Jiang, Lin; Wu, Min
Sci China Inf Sci, 2022, 65(2): 122205
Keywords: conditioning loads equivalent input disturbance; load frequency control; parameter uncertainties; wind power; air
Cite as: Jin L, He Y, Zhang C-K, et al. Equivalent input disturbance-based load frequency control for smart grid with air conditioning loads. Sci China Inf Sci, 2022, 65(2): 122205, doi: 10.1007/s11432-020-3120-0
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Event-based sliding mode control under denial-of-service attacks
Tian, Yingxin; Li, Xiang; Dong, Bo; Gao, Yabin; Wu, Ligang
Sci China Inf Sci, 2022, 65(6): 162203
Keywords: sliding mode control; time delay; uncertain system; state observer; event trigger
Cite as: Tian Y X, Li X, Dong B, et al. Event-based sliding mode control under denial-of-service attacks. Sci China Inf Sci, 2022, 65(6): 162203, doi: 10.1007/s11432-021-3375-5
Special Topic: Control, Optimization, and Learning for Networked Systems
SCIS Selected Articles on Fully Actuated Systems (FAS)
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Keywords: NHOFA systems; random deception attacks; predictive sliding-mode control; stability and tracking performance; tracking control of ABS simulator
Cite as: Zhang D-W, Liu G-P. Predictive sliding-mode control of networked high-order fully actuated systems under random deception attacks. Sci China Inf Sci, 2023, 66(9): 190204, doi: 10.1007/s11432-022-3817-5
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Keywords: multiagent system; controllability; equivalent partition; tao’s equation; graph theory
Cite as: Guo J H, Ji Z J, Liu Y G. Sufficient conditions and limitations of equivalent partition in multiagent controllability. Sci China Inf Sci, 2022, 65(3): 132204, doi: 10.1007/s11432-020-3159-9
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Fault detectability of Boolean control networks via nonaugmented methods
Zhao, Rong; Wang, Caixia; Yu, Yongyuan; Feng, Jun-E.
Sci China Inf Sci, 2023, 66(12): 222205
Keywords: Boolean control network; fault detectability; equivalent system; nonaugmented method; semi-tensor product
Cite as: Zhao R, Wang C X, Yu Y Y, et al. Fault detectability of Boolean control networks via nonaugmented methods. Sci China Inf Sci, 2023, 66(12): 222205, doi: 10.1007/s11432-023-3787-y
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Keywords: binary-valued system; switched multi-agent system; recursive projection algorithm; consensus; jointly connected undirected topologies
Cite as: Hu M, Wang T, Zhao Y L. Consensus of switched multi-agent systems with binary-valued communications. Sci China Inf Sci, 2022, 65(6): 162207, doi: 10.1007/s11432-020-3052-0
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Keywords: event-triggered; multiagent systems; consensus; coordination; controller
Cite as: Wu X H, Mu X W. Novel dynamic event-triggered coordination for scaled consensus without continuous communication or controller update. Sci China Inf Sci, 2022, 65(10): 209202, doi: 10.1007/s11432-020-3046-8
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Keywords: Boolean control networks; realization; semi-tensor product of matrices; vertex partition; state transition graph
Cite as: Li Y F, Zhu J D, Liu X W. Results on the realization of Boolean control networks by the vertex partition method. Sci China Inf Sci, 2023, 66(7): 172205, doi: 10.1007/s11432-022-3607-6
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Keywords: periodic piecewise systems; networked control systems; network-induced delay; asynchronous switching; H-infinity control
Cite as: Deng Z L, Li P S, Xing M L, et al. H-infinity control of networked periodic piecewise systems under asynchronous switching with input delay. Sci China Inf Sci, 2023, 66(4): 149201, doi: 10.1007/s11432-020-3195-2
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Controllability of game-based multi-agent system
Guo, Junhao; Ji, Zhijian; Liu, Yungang
Sci China Inf Sci, 2023, 66(12): 222206
Keywords: controllability; game-based control system; topological structure; equivalent partition
Cite as: Guo J H, Ji Z J, Liu Y G. Controllability of game-based multi-agent system. Sci China Inf Sci, 2023, 66(12): 222206, doi: 10.1007/s11432-023-3829-7
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Keywords: formation-containment tracking; disturbance rejection; multiagent systems; fully distributed control; dynamic event-triggered control
Cite as: Li W H, Zhang H G, Zhang J, et al. Fully distributed dynamic event-triggered formation-containment tracking for multiagent systems with multiple types of disturbances. Sci China Inf Sci, 2024, 67(1): 112203, doi: 10.1007/s11432-022-3736-y
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Keywords: grain-like cascade feedback shift register; fault attack; nonsingularity; semi-tensor product
Cite as: Li H T, Liu Z Q, Li W R. Nonsingularity of grain-like cascade feedback shift registers subject to fault attacks. Sci China Inf Sci, 2024, 67(9): 192203, doi: 10.1007/s11432-023-4044-8
Special Focus on Cyber-Physical Systems
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Keywords: virtual prototyping; risc-v; systemc tlm; verification
Cite as: Herdt V, Drechsler R. Advanced virtual prototyping for cyber-physical systems using RISC-V: implementation, verification and challenges. Sci China Inf Sci, 2022, 65(1): 110201, doi: 10.1007/s11432-020-3308-4
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Keywords: causality; descriptor system; impulse free; large scale system; networked dynamic system; singular system
Cite as: Zhou T. Constructibility of a causal/impulse free NDS using descriptor form subsystems. Sci China Inf Sci, 2022, 65(4): 142204, doi: 10.1007/s11432-020-3208-0
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New stability conditions of CPSs with multiple transportation channels under DoS attacks
Wei, Jumei; Yan, Xueyan; Zhu, Xunlin; Xu, Mingliang; Ma, Rui; Du, Haiping
Sci China Inf Sci, 2022, 65(11): 219202
Keywords: multiple transmission channels; dos attacks; lmi method; cyber-physical systems; input-to-state stability
Cite as: Wei J M, Yan X Y, Zhu X L, et al. New stability conditions of CPSs with multiple transportation channels under DoS attacks. Sci China Inf Sci, 2022, 65(11): 219202, doi: 10.1007/s11432-020-3130-4
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Keywords: networked control systems; tracking performance limitations; nonminimum phase zeros; unstable poles; multiple constraints
Cite as: Jiang X W, Zhang B, Chen X Y, et al. Tracking performance limitations of MIMO discrete-time networked control systems with multiple constraints. Sci China Inf Sci, 2023, 66(8): 189203, doi: 10.1007/s11432-022-3506-y
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Cyber topology design guaranteed structural controllability for networked systems
Mu, Jianbin; Li, Shaoyuan; Wu, Jing; Li, Ning
Sci China Inf Sci, 2022, 65(11): 219203
Keywords: networked systems; structural controllability; cyber-physical systems; cpss; cyber topology design; matrix-weighted edges
Cite as: Mu J B, Li S Y, Wu J, et al. Cyber topology design guaranteed structural controllability for networked systems. Sci China Inf Sci, 2022, 65(11): 219203, doi: 10.1007/s11432-020-3258-6
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Event-triggered impulsive synchronization of heterogeneous neural networks
Wang, Zhengxin; Jin, Chongfang; He, Wangli; Xiao, Min; Jiang, Guo-Ping; Cao, Jinde
Sci China Inf Sci, 2024, 67(2): 129202
Keywords: event-triggered control; impulsive control; Zeno behaviors; quasi-synchronization; neural networks
Cite as: Wang Z X, Jin C F, He W L, et al. Event-triggered impulsive synchronization of heterogeneous neural networks. Sci China Inf Sci, 2024, 67(2): 129202, doi: 10.1007/s11432-022-3839-y
Special Topic: Control, Optimization, and Learning for Networked Systems
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Keywords: distributed state estimation; maximum a posteriori estimation; cyclic network graph
Cite as: Zhu M Y, Wang R, Miao X D, et al. Accuracy analysis for distributed dynamic state estimation in large-scale systems with a cyclic network graph. Sci China Inf Sci, 2023, 66(9): 190206, doi: 10.1007/s11432-022-3846-1
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Keywords: multi-agent systems; cooperative control; adaptive control; cost function; time-varying communication delays
Cite as: Wang P, Song C, Liu L. Coverage control for mobile sensor networks with unknown terrain roughness and nonuniform time-varying communication delays. Sci China Inf Sci, 2023, 66(12): 222204, doi: 10.1007/s11432-022-3798-4
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Keywords: critical observability; discrete event system; semi-tensor product; cyber attack; partially observed system
Cite as: Tong L Y, Liang J L, Liu Y. Critical observability of partially observed discrete event systems under cyber attacks. Sci China Inf Sci, 2024, 67(2): 129203, doi: 10.1007/s11432-022-3921-0
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Keywords: event-triggered mechanism; linear repetitive processes; metal rolling process; round-robin scheduling; sliding mode control
Cite as: Lv X Y, Niu Y G, Lam J. Event-triggered sliding mode control of linear repetitive processes and its application in metal rolling process. Sci China Inf Sci, 2024, 67(3): 132204, doi: 10.1007/s11432-023-3886-8
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PERSPECTIVE
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Systems science in the new era: intelligent systems and big data
Yu, Wenwu; Chen, Duxin; Liu, Hongzhe; Wang, He; Cao, Jinde; Di, Zengru; Duan, Xiaojun; Jia, Bin; Ding, Xiaodong; Hong, Yiguang
Sci China Inf Sci, 2024, 67(3): 136201
Keywords: systems science; intelligent systems; artificial intelligence; networked collective intelligence; big data
Cite as: Yu W W, Chen D X, Liu H Z, et al. Systems science in the new era: intelligent systems and big data. Sci China Inf Sci, 2024, 67(3): 136201, doi: 10.1007/s11432-023-3930-9
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Linear-fitting-based recursive filtering for nonlinear systems under encoding-decoding mechanism
Jiang, Bo; Dong, Hongli; Gao, Zhiwei; Shen, Yuxuan; Yang, Fan
Sci China Inf Sci, 2024, 67(5): 152203
Keywords: encoding-decoding mechanism; uniform quantizer; linear fitting; networked systems; recursive filtering
Cite as: Jiang B, Dong H L, Gao Z W, et al. Linear-fitting-based recursive filtering for nonlinear systems under encoding-decoding mechanism. Sci China Inf Sci, 2024, 67(5): 152203, doi: 10.1007/s11432-023-3905-1
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Resilient sliding mode control for 2D CPSs under denial-of-service attacks
Li, Lingling; Yang, Rongni; Feng, Zhiguang; Wu, Ligang
Sci China Inf Sci, 2024, 67(6): 162202
Keywords: two-dimensional systems; cyber-physical systems; denial-of-service attack; resilient sliding mode control
Cite as: Li L L, Yang R N, Feng Z G, et al. Resilient sliding mode control for 2D CPSs under denial-of-service attacks. Sci China Inf Sci, 2024, 67(6): 162202, doi: 10.1007/s11432-023-3929-3
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ControlService: a containerized solution for control-algorithm-as-a-service in cloud control systems
Shan, Chenggang; Gao, Runze; Yang, Zhen; Zhang, Wei; Xia, Yuanqing
Sci China Inf Sci, 2024, 67(8): 182201
Keywords: cloud control systems; control-algorithm-as-a-service; containerization; workflow engine; cloud workflow service; subspace identification
Cite as: Shan C G, Gao R Z, Yang Z, et al. ControlService: a containerized solution for control-algorithm-as-a-service in cloud control systems. Sci China Inf Sci, 2024, 67(8): 182201, doi: 10.1007/s11432-023-4017-0
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Keywords: switched systems; long-duration DoS attacks; consecutive asynchrony; switching-Q-learning algorithm; multi-stage event-triggering; resilient switching rule
Cite as: Li L L, Chen Y L, Ma D, et al. Anti-asynchrony output regulation for switched systems under switching-Q-learning event-triggering against DoS attacks. Sci China Inf Sci, 2024, 67(11): 212203, doi: 10.1007/s11432-023-4109-6
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Switched event-triggered control using a non-monotonic Lyapunov function
Ma, Yajing; Li, Zhanjie; Deng, Chao; Ding, Lei; Yue, Dong
Sci China Inf Sci, 2024, 67(11): 219204
Keywords: switched control; non-monotonic Lyapunov function; assignably exponential rate; networked control systems; event-triggered scheme
Cite as: Ma Y J, Li Z J, Deng C, et al. Switched event-triggered control using a non-monotonic Lyapunov function. Sci China Inf Sci, 2024, 67(11): 219204, doi: 10.1007/s11432-024-4141-4
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Keywords: multi-agent systems; multiple leaders; multiplicative measurement noise; stochastic differential equation; formation tracking control
Cite as: Jia R R, Zong X F, Wang Q. Time-varying formation tracking control of high-order multi-agent systems with multiple leaders and multiplicative noise. Sci China Inf Sci, 2024, 67(12): 222203, doi: 10.1007/s11432-023-4153-8
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Keywords: distributed parameter system; vibration control; asymmetric constraint; disturbance observer; well-posedness; partial differential equation
Cite as: Liu Y, Chen X B, Mei Y F, et al. Observer-based boundary control for an asymmetric output-constrained flexible robotic manipulator. Sci China Inf Sci, 2022, 65(3): 139203, doi: 10.1007/s11432-019-2893-y
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Survey on applications of algebraic state space theory of logical systems to finite state machines
Yan, Yongyi; Cheng, Daizhan; Feng, Jun-E.; Li, Haitao; Yue, Jumei
Sci China Inf Sci, 2023, 66(1): 111201
Keywords: Boolean control network; Boolean network; finite state machine; learning system; semi-tensor product; STP; ASST
Cite as: Yan Y Y, Cheng D Z, Feng J-E, et al. Survey on applications of algebraic state space theory of logical systems to finite state machines. Sci China Inf Sci, 2023, 66(1): 111201, doi: 10.1007/s11432-022-3538-4
Highly Cited in 202407
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Keywords: spatiotemporal neural networks; discontinuous activations; time-varying coefficients; fixed-time stabilization; aperiodically switching control
Cite as: Hu X F, Wang L M, Zhang C-K, et al. Fixed-time stabilization of discontinuous spatiotemporal neural networks with time-varying coefficients via aperiodically switching control. Sci China Inf Sci, 2023, 66(5): 152204, doi: 10.1007/s11432-022-3633-9
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HOSM controller design with asymmetric output constraints
Mei, Keqi; Ding, Shihong
Sci China Inf Sci, 2022, 65(8): 189202
Keywords: sliding mode control; finite-time convergence; constrained control; robust control; adding a power integrator
Cite as: Mei K Q, Ding S H. HOSM controller design with asymmetric output constraints. Sci China Inf Sci, 2022, 65(8): 189202, doi: 10.1007/s11432-020-3158-8
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Keywords: time-delay systems; fully actuated systems; controller designs; controllability; stabilizability
Cite as: Duan G R. Fully actuated system approaches for continuous-time delay systems: part 1. Systems with state delays only. Sci China Inf Sci, 2023, 66(1): 112201, doi: 10.1007/s11432-021-3459-x
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Cited in SCI: 34
Keywords: discrete-time systems; time-delay systems; time-varying delays; fully actuated systems; control designs
Cite as: Duan G R. Discrete-time delay systems: part 1. Global fully actuated case. Sci China Inf Sci, 2022, 65(8): 182201, doi: 10.1007/s11432-021-3417-3
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Keywords: adaptive control; dynamic surface control; high-order strict feedback nonlinear systems; parameter estimation; parametric uncertainties
Cite as: Hou M Z, Shi W R, Fang L Y, et al. Adaptive dynamic surface control of high-order strict feedback nonlinear systems with parameter estimations. Sci China Inf Sci, 2023, 66(5): 159203, doi: 10.1007/s11432-021-3488-6
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Cited in SCI: 27
Keywords: time-delay systems; discrete-time systems; sub-fully actuation; control designs; feasibility
Cite as: Duan G R. Discrete-time delay systems: part 2. Sub-fully actuated case. Sci China Inf Sci, 2022, 65(9): 192201, doi: 10.1007/s11432-021-3448-1
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Cited in SCI: 21
Keywords: time-delay systems; fully actuated systems; controller designs; input delays; time-varying delays
Cite as: Duan G R. Fully actuated system approaches for continuous-time delay systems: part 2. Systems with input delays. Sci China Inf Sci, 2023, 66(2): 122201, doi: 10.1007/s11432-021-3460-y
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Keywords: nonlinear systems; ISpS inverse dynamics; unknown control direction; practical output tracking; global output feedback; adaptive compensation
Cite as: Wang Y, Liu Y G. Adaptive output-feedback tracking for nonlinear systems with unknown control direction and generic inverse dynamics. Sci China Inf Sci, 2022, 65(8): 182204, doi: 10.1007/s11432-020-3207-3
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Keywords: high-order fully actuated system; flexible spacecraft; time-varying nonlinear systems; attitude stabilization; attitude maneuvering
Cite as: Zhao T Y, Duan G-R. Fully actuated system approach to attitude control of flexible spacecraft with nonlinear time-varying inertia. Sci China Inf Sci, 2022, 65(11): 212201, doi: 10.1007/s11432-021-3349-3
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Keywords: adaptive neural control; deterministic learning; neural networks; pattern-based control; high gain observer; pure-feedback systems
Cite as: Zhang F K, Wu W M, Wang C. Pattern-based learning and control of nonlinear pure-feedback systems with prescribed performance. Sci China Inf Sci, 2023, 66(1): 112202, doi: 10.1007/s11432-021-3434-9
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Torque allocation of four-wheel drive EVs considering tire slip energy
Gao, Bingzhao; Yan, Yongjun; Chu, Hong; Chen, Hong; Xu, Nan
Sci China Inf Sci, 2022, 65(2): 122202
Keywords: control allocation; four-wheel drive electric vehicles; tire slip energy model; multi-objective optimization
Cite as: Gao B Z, Yan Y J, Chu H, et al. Torque allocation of four-wheel drive EVs considering tire slip energy. Sci China Inf Sci, 2022, 65(2): 122202, doi: 10.1007/s11432-019-2946-8
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Leader-follower formation control of underactuated surface vessels
He, Xiaodong; Geng, Zhiyong
Sci China Inf Sci, 2022, 65(10): 209201
Keywords: underactuated surface vessel; leader-follower formation; lie group; formation feasibility; trajectory tracking
Cite as: He X D, Geng Z Y. Leader-follower formation control of underactuated surface vessels. Sci China Inf Sci, 2022, 65(10): 209201, doi: 10.1007/s11432-020-2948-y
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Keywords: delayed complex-valued neural networks; adaptive event-trigger scheme; stabilization; discontinuous Lyapunov functional; LMIs
Cite as: Wang X H, Wang Z, Xia J W, et al. Adaptive event-trigger-based sampled-data stabilization of complex-valued neural networks: a real and complex LMI approach. Sci China Inf Sci, 2023, 66(4): 149203, doi: 10.1007/s11432-020-3237-x
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Keywords: nonholonomic systems; feedback stabilization; exponential convergence; sub-fully actuated systems; time-delay systems
Cite as: Duan G R. A FAS approach for stabilization of generalized chained forms: part 1. Discontinuous control laws. Sci China Inf Sci, 2024, 67(2): 122201, doi: 10.1007/s11432-022-3730-8
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Keywords: global practical tracking; time-varying external disturbance; quantized input and output; gpio; output feedback; uncertain nonlinear systems
Cite as: Fan D B, Zhang X F, Chang Y J, et al. Global practical tracking via disturbance rejection control for uncertain nonlinear systems with quantized input and output. Sci China Inf Sci, 2022, 65(1): 119201, doi: 10.1007/s11432-019-2786-1
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Simplified prescribed performance tracking control of uncertain nonlinear systems
Fan, Quan-Yong; Xu, Shuoheng; Xu, Bin; Qiu, Jianlong
Sci China Inf Sci, 2022, 65(8): 189204
Keywords: nonlinear systems; tracking control; prescribed performance control; neural network; sum of squares
Cite as: Fan Q-Y, Xu S H, Xu B, et al. Simplified prescribed performance tracking control of uncertain nonlinear systems. Sci China Inf Sci, 2022, 65(8): 189204, doi: 10.1007/s11432-020-2989-1
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Observability of Galois nonlinear feedback shift registers
Kong, Wenhui; Zhong, Jianghua; Lin, Dongdai
Sci China Inf Sci, 2022, 65(9): 192206
Keywords: shift register; stream cipher; observability; Boolean network; semi-tensor product
Cite as: Kong W H, Zhong J H, Lin D D. Observability of Galois nonlinear feedback shift registers. Sci China Inf Sci, 2022, 65(9): 192206, doi: 10.1007/s11432-021-3346-6
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Keywords: positivity; stability; time delay; linear singular systems; timescale-type systems
Cite as: Lu X D, Li H T, Zhang X F. Positivity and stability of timescale-type linear singular systems with time delays. Sci China Inf Sci, 2022, 65(12): 222201, doi: 10.1007/s11432-022-3517-7
SCIS Selected Articles on Semi-Tensor Product (STP)
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Further results on bilinear behavior formulation of finite state machines
Yue, Jumei; Yan, Yongyi; Chen, Zengqiang; Deng, He
Sci China Inf Sci, 2022, 65(11): 219201
Keywords: behavior formulation; finite state machines; controllability; reachability; semi-tensor product of matrices
Cite as: Yue J M, Yan Y Y, Chen Z Q, et al. Further results on bilinear behavior formulation of finite state machines. Sci China Inf Sci, 2022, 65(11): 219201, doi: 10.1007/s11432-020-3161-6
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Keywords: event-triggered; nonholonomic systems; strict Lyapunov function; tracking; integral input-to-state stable
Cite as: Xu L, Su Y F, Cai H. Event-triggered tracking control for a class of nonholonomic systems in chained form. Sci China Inf Sci, 2023, 66(7): 172201, doi: 10.1007/s11432-022-3648-8
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Keywords: mean square stability; hybrid index model; random impulse; discrete-time impulsive systems; hybrid systems
Cite as: Long J M, Guo Y Q, Gui W H. Mean square stability of discrete-time linear systems with random impulsive disturbances. Sci China Inf Sci, 2023, 66(6): 169203, doi: 10.1007/s11432-021-3292-3
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Keywords: triangular large-scale systems; nonlinear impulsive systems; time-varying delay; output feedback; gain scaling approach
Cite as: Fan D B, Zhang X F, Pan W H, et al. Decentralized output-feedback control of triangular large-scale nonlinear impulsive systems with time-varying delays: a gain scaling approach. Sci China Inf Sci, 2023, 66(11): 212205, doi: 10.1007/s11432-023-3784-5
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Identification of Hammerstein-Wiener model with discontinuous input nonlinearity
Brouri, A.; El Mansouri, F. Z.; Chaoui, F. Z.; Abdelaali, C.; Giri, F.
Sci China Inf Sci, 2023, 66(12): 222201
Keywords: nonlinear systems; nonlinear systems identification; Hammerstein-Wiener models; discontinuous nonlinearities; hard nonlinearities
Cite as: Brouri A, El Mansouri F Z, Chaoui F Z, et al. Identification of Hammerstein-Wiener model with discontinuous input nonlinearity. Sci China Inf Sci, 2023, 66(12): 222201, doi: 10.1007/s11432-022-3767-2
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Keywords: uncertain nonlinear systems; output feedback; prescribed performance; unknown control direction; dynamic high gain; global tracking
Cite as: Wang Y, Liu Y G. Global adaptive output-feedback tracking with prescribed performance for uncertain nonlinear systems. Sci China Inf Sci, 2024, 67(5): 152201, doi: 10.1007/s11432-023-3948-y
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NEWS & VIEWS
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Open-source dataset of vehicle state for an electric vehicle on a low-adhesion road
Cai, Shuo; Ding, Haitao; Hu, Yunfeng; Zhang, Lin; Li, Qin; Chen, Hong
Sci China Inf Sci, 2022, 65(3): 137201
Keywords: vehicle experimental data; dynamics modeling; state estimation; control system design; low adhesion road
Cite as: Cai S, Ding H T, Hu Y F, et al. Open-source dataset of vehicle state for an electric vehicle on a low-adhesion road. Sci China Inf Sci, 2022, 65(3): 137201, doi: 10.1007/s11432-020-3200-5
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Keywords: trajectory tracking; obstacle avoidance; input constraints; commercial quadrotors; nonlinear model predictive control
Cite as: Wang D, Pan Q, Hu J W, et al. Nonlinear model predictive control for trajectory tracking of quadrotors using Lyapunov techniques. Sci China Inf Sci, 2022, 65(6): 169202, doi: 10.1007/s11432-020-3053-y
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MPC-based strategy for longitudinal and lateral stabilization of a vehicle under extreme conditions
Li, Zihan; Wang, Ping; Zhu, Chaojie; Hu, Yunfeng; Chen, Hong
Sci China Inf Sci, 2022, 65(7): 179203
Keywords: model predictive control; stability control; combined-slip characteristics; lugre tire model; extreme driving conditions
Cite as: Li Z H, Wang P, Zhu C J, et al. MPC-based strategy for longitudinal and lateral stabilization of a vehicle under extreme conditions. Sci China Inf Sci, 2022, 65(7): 179203, doi: 10.1007/s11432-019-3070-y
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Keywords: switched positive systems; nonlinear systems; stability analysis; time-varying delays; impulsive effects
Cite as: Tian D D, Xia J W, Sun Y G, et al. Exponential stability analysis of switched positive nonlinear systems with impulsive effects via multiple max-separable Lyapunov functions. Sci China Inf Sci, 2023, 66(6): 169205, doi: 10.1007/s11432-021-3368-y
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Keywords: adaptive control; command filtered backstepping; disturbance observer; immersion and invari- ance; MIMO systems
Cite as: Han Q, Liu Z T, Su H Y, et al. Command filter-based I&I adaptive control for MIMO uncertain systems with input saturation and disturbances. Sci China Inf Sci, 2023, 66(12): 222203, doi: 10.1007/s11432-022-3770-2
SCIS Selected Articles on Fully Actuated Systems (FAS)
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Keywords: nonholonomic systems; feedback stabilization; fully actuated systems; Lyapunov stability; con- tinuous controllers
Cite as: Duan G-R. A FAS approach for stabilization of generalized chained forms: part 2. Continuous control laws. Sci China Inf Sci, 2024, 67(3): 132201, doi: 10.1007/s11432-023-3920-8
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New stability results of generalized impulsive functional differential equations
Liu, Chao; Liu, Xiaoyang; Yang, Zheng; Yang, Hongyu; Huang, Junjian
Sci China Inf Sci, 2022, 65(2): 129201
Keywords: stability; impulsive functional differential equation; uniformly stable function; razumikhin technique; lyapunov function
Cite as: Liu C, Liu X Y, Yang Z, et al. New stability results of generalized impulsive functional differential equations. Sci China Inf Sci, 2022, 65(2): 129201, doi: 10.1007/s11432-019-2711-4
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Keywords: quasi-linear second-order systems; partitioned eigenstructure assignment; parametric approach; Sylvester matrix equation; output feedback
Cite as: Liu W Z, Guan G R, Gu D K. Parametric control of quasi-linear second-order systems with partitioned eigenstructure assignment by output feedback. Sci China Inf Sci, 2023, 66(4): 142201, doi: 10.1007/s11432-021-3386-2
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Keywords: high-order nonlinear systems; output-constrained subset; barrier-transformed function; state-feedback stabilization; uniformly asymptotic stability
Cite as: Wu Y, Xie X J. A new analysis approach to the output constraint and its application in high-order nonlinear systems. Sci China Inf Sci, 2023, 66(5): 159206, doi: 10.1007/s11432-022-3572-7
Special Topic: Entanglement of Control and Optimization
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Optimal output regulation for PMSM speed servo system using approximate dynamic programming
Ping, Zhaowu; Jia, Yingjie; Xiong, Bangguo; Zhang, Hongwei; Lu, Jun-Guo
Sci China Inf Sci, 2023, 66(7): 170206
Keywords: approximate dynamic programming; disturbance rejection; optimal output regulation; permanent magnet synchronous motor; speed tracking
Cite as: Ping Z W, Jia Y J, Xiong B G, et al. Optimal output regulation for PMSM speed servo system using approximate dynamic programming. Sci China Inf Sci, 2023, 66(7): 170206, doi: 10.1007/s11432-022-3682-x
Special Topic: Control, Optimization, and Learning for Networked Systems
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Sliding modes: from asymptoticity, to finite time and fixed time
Yu, Wenwu; Yu, Xinghuo; Wang, He
Sci China Inf Sci, 2023, 66(9): 190205
Keywords: sliding mode control; fixed-time sliding mode; linear sliding mode; terminal sliding mode; power sliding mode; nonlinear systems
Cite as: Yu W W, Yu X H, Wang H. Sliding modes: from asymptoticity, to finite time and fixed time. Sci China Inf Sci, 2023, 66(9): 190205, doi: 10.1007/s11432-022-3837-7
SCIS Selected Articles on Fully Actuated Systems (FAS)
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Keywords: adaptive control; asymptotic stabilization; full actuation and under actuation; least-squares; nonlinear systems
Cite as: Yan F, Zhang M Y, Gu G X. Adaptive estimation and control for uncertain nonlinear systems and full actuation control. Sci China Inf Sci, 2023, 66(11): 212204, doi: 10.1007/s11432-022-3737-4
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Keywords: reduction approach; predictor-based feedback; time-varying systems; delayed input; periodic system
Cite as: Wu A-G, Duan G-R, Wang Y, et al. A model reduction approach for discrete-time linear time-variant systems with delayed inputs. Sci China Inf Sci, 2024, 67(4): 142201, doi: 10.1007/s11432-022-3766-3
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Error-based adaptive optimal tracking control of nonlinear discrete-time systems
Li, Chun; Ding, Jinliang; Lewis, Frank L.; Chai, Tianyou
Sci China Inf Sci, 2024, 67(1): 112202
Keywords: adaptive dynamic programming; iterative criteria; performance index; tracking errors; tracking problem
Cite as: Li C, Ding J L, Lewis F L, et al. Error-based adaptive optimal tracking control of nonlinear discrete-time systems. Sci China Inf Sci, 2024, 67(1): 112202, doi: 10.1007/s11432-023-3818-3
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Keywords: Global output feedback regulation; time-varying nonlinear system; dual gain method; sensor sensitivity; ever-growing
Cite as: Yin X-L, Sun Z-Y, Wen C Y. Global output feedback regulation of time-varying nonlinear systems via the dual-gain method. Sci China Inf Sci, 2024, 67(5): 159204, doi: 10.1007/s11432-023-4005-7
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Keywords: prescribed-time control; smooth periodic delayed feedback; sliding mode control; high-order nonlinear systems; hypersonic vehicle systems
Cite as: Zhou B, Ding Y, Zhang K-K, et al. Prescribed time control based on the periodic delayed sliding mode surface without singularities. Sci China Inf Sci, 2024, 67(7): 172204, doi: 10.1007/s11432-023-4052-4
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Physics-informed deep Koopman operator for Lagrangian dynamic systems
Wang, Xuefeng; Cao, Yang; Chen, Shaofeng; Kang, Yu
Sci China Inf Sci, 2024, 67(9): 192201
Keywords: Koopman operator; Lagrangian; physics-informed; nonlinear; model predictive control; MPC
Cite as: Wang X F, Cao Y, Chen S F, et al. Physics-informed deep Koopman operator for Lagrangian dynamic systems. Sci China Inf Sci, 2024, 67(9): 192201, doi: 10.1007/s11432-022-4050-4
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Keywords: deterministic learning; neural networks; adaptive neural control; predefined performance; nonlinear sampled-data systems
Cite as: Zeng Y, Zhang F K, Chen T R, et al. Deterministic learning-based neural output-feedback control for a class of nonlinear sampled-data systems. Sci China Inf Sci, 2024, 67(9): 192202, doi: 10.1007/s11432-023-3996-3
SCIS Selected Articles on Semi-Tensor Product (STP)
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Keywords: finite repeated game; profile evolutionary equation; ZD strategy; networked repeated games; semi-tensor product of matrices
Cite as: Cheng D Z, Li C X. Design of zero-determinant strategies and its application to networked repeated games. Sci China Inf Sci, 2024, 67(10): 202201, doi: 10.1007/s11432-023-4022-6
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Adaptive coupled-sliding-variable-based finite-time control of composite formation for multi-robot systems
Ma, Xinru; Li, Hengyu; Liu, Jun; Wang, Yueying; Xie, Shaorong; Luo, Jun
Sci China Inf Sci, 2024, 67(10): 202202
Keywords: composite formation; time-vary tracking; information disparity; tender-tracking; finite-time control; nonlinear robots; complex networks; symmetry consensus
Cite as: Ma X R, Li H Y, Liu J, et al. Adaptive coupled-sliding-variable-based finite-time control of composite formation for multi-robot systems. Sci China Inf Sci, 2024, 67(10): 202202, doi: 10.1007/s11432-023-4015-1
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Keywords: nonlinear multi-agent systems; denial-of-service attacks; distributed resilient tracking; adaptive backstepping control; bumpless transfer
Cite as: Wen H, Li Y M, Tong S C. Distributed adaptive resilient formation control for nonlinear multi-agent systems under DoS attacks. Sci China Inf Sci, 2024, 67(10): 209201, doi: 10.1007/s11432-024-4119-0
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Finite-time PID control for nonlinear nonaffine systems
Liu, Zhiqing; Chi, Ronghu; Huang, Biao; Hou, Zhongsheng
Sci China Inf Sci, 2024, 67(11): 212206
Keywords: PID control; finite-time control; nonlinear nonaffine systems; linear data model; finite-time convergence
Cite as: Liu Z Q, Chi R H, Huang B, et al. Finite-time PID control for nonlinear nonaffine systems. Sci China Inf Sci, 2024, 67(11): 212206, doi: 10.1007/s11432-023-4018-5
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Robust tube-based MPC with smooth computation for dexterous robot manipulation
Luo, Yu; Ji, Tianying; Sun, Fuchun; Sima, Qie; Liu, Huaping; Jing, Mingxuan; Zhang, Jianwei
Sci China Inf Sci, 2024, 67(11): 212207
Keywords: dexterous robot manipulation; model predictive control; smooth computation
Cite as: Luo Y, Ji T Y, Sun F C, et al. Robust tube-based MPC with smooth computation for dexterous robot manipulation. Sci China Inf Sci, 2024, 67(11): 212207, doi: 10.1007/s11432-023-4115-1
Highly Cited in 202407
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Human guided cooperative robotic agents in smart home using beetle antennae search
Khan, Ameer Tamoor; Li, Shuai; Cao, Xinwei
Sci China Inf Sci, 2022, 65(2): 122204
Keywords: network; human guided smart-home; assistive agents; metaheuristic optimization; beetle antennae search; zeroing neural
Cite as: Khan A T, Li S, Cao X W. Human guided cooperative robotic agents in smart home using beetle antennae search. Sci China Inf Sci, 2022, 65(2): 122204, doi: 10.1007/s11432-020-3073-5
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REVIEW
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Improving performance of robots using human-inspired approaches: a survey
Qiao, Hong; Zhong, Shanlin; Chen, Ziyu; Wang, Hongze
Sci China Inf Sci, 2022, 65(12): 221201
Keywords: human-inspired intelligent robots; brain-inspired intelligence; decision making; visual cognition; musculoskeletal robots
Cite as: Qiao H, Zhong S L, Chen Z Y, et al. Improving performance of robots using human-inspired approaches: a survey. Sci China Inf Sci, 2022, 65(12): 221201, doi: 10.1007/s11432-022-3606-1
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Keywords: fixed-time disturbance observer; fixed-time sliding mode control; quadcopter; trajectory tracking; nonsingular
Cite as: Cheng X, Liu Z-W, Hou H Z, et al. Disturbance observer-based nonsingular fixed-time sliding mode tracking control for a quadcopter. Sci China Inf Sci, 2022, 65(9): 192202, doi: 10.1007/s11432-020-3153-x
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A gecko-inspired adhesive robotic end effector for critical-contact manipulation
Chu, Zhongyi; Deng, Jie; Su, Lin; Cui, Jing; Sun, Fuchun
Sci China Inf Sci, 2022, 65(8): 182203
Keywords: critical-contact manipulation; gecko-inspired microwedge adhesive; robotic end effector; half-scissor variable-scale actuator; tactile sensor
Cite as: Chu Z Y, Deng J, Su L, et al. A gecko-inspired adhesive robotic end effector for critical-contact manipulation. Sci China Inf Sci, 2022, 65(8): 182203, doi: 10.1007/s11432-020-3152-7
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Keywords: robot; manipulation skill learning; complex task; deep reinforcement learning; curriculumn learning
Cite as: Liu N J, Lu T, Cai Y H, et al. Manipulation skill learning on multi-step complex task based on explicit and implicit curriculum learning. Sci China Inf Sci, 2022, 65(1): 114201, doi: 10.1007/s11432-019-2648-7
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Robotic haptic adjective perception based on coupled sparse coding
Xiong, Pengwen; He, Kongfei; Song, Aiguo; Liu, Peter X.
Sci China Inf Sci, 2023, 66(2): 129201
Keywords: haptic sensor; tactile; robot; multimodal fusion; sparse coding
Cite as: Xiong P W, He K F, Song A G, et al. Robotic haptic adjective perception based on coupled sparse coding. Sci China Inf Sci, 2023, 66(2): 129201, doi: 10.1007/s11432-021-3512-6
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Cited in SCI: 7
Accurate RGB-D SLAM in dynamic environments based on dynamic visual feature removal
Liu, Chenxin; Qin, Jiahu; Wang, Shuai; Yu, Lei; Wang, Yaonan
Sci China Inf Sci, 2022, 65(10): 202206
Keywords: SLAM; dynamic environments; indoor localization; graph-cut; robot navigation
Cite as: Liu C X, Qin J H, Wang S, et al. Accurate RGB-D SLAM in dynamic environments based on dynamic visual feature removal. Sci China Inf Sci, 2022, 65(10): 202206, doi: 10.1007/s11432-021-3425-8
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Modeling and analysis of an underwater biomimetic vehicle-manipulator system
Bai, Xuejian; Wang, Yu; Wang, Shuo; Wang, Rui; Tan, Min; Wang, Wei
Sci China Inf Sci, 2022, 65(3): 134201
Keywords: underwater biomimetic vehicle; underwater robots; underwater vehicle-manipulator system; biomimetic robots; hydrodynamic modeling
Cite as: Bai X J, Wang Y, Wang S, et al. Modeling and analysis of an underwater biomimetic vehicle-manipulator system. Sci China Inf Sci, 2022, 65(3): 134201, doi: 10.1007/s11432-020-3054-7
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Keywords: unmanned aerial vehicle; multiple sensor information fusion; self-localization; autonomous navigation; path planning
Cite as: Hou X L, Li Z Y, Pan Q. Autonomous navigation of a multirotor robot in GNSS-denied environments for search and rescue. Sci China Inf Sci, 2023, 66(3): 139203, doi: 10.1007/s11432-020-3188-4
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Keywords: hypersonic vehicle; flexible skin; ultra-thermal protection; micro-channel; transpiration cooling
Cite as: Lv X Z, Yuan C, Bao W M, et al. Numerical and experimental investigation of aerodynamic heat control of leading edge of hypersonic vehicle's flexible skin. Sci China Inf Sci, 2022, 65(10): 202203, doi: 10.1007/s11432-021-3312-4
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Keywords: UAV; autonomous landing; terrain understanding; depth completion; semantic segmentation
Cite as: Chen L J, Xiao Y, Yuan X M, et al. Robust autonomous landing of UAVs in non-cooperative environments based on comprehensive terrain understanding. Sci China Inf Sci, 2022, 65(11): 212202, doi: 10.1007/s11432-021-3429-1
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Attitude control of a novel tilt-wing UAV in hovering flight
Zhu, Jihong; Yang, Yunjie; Wang, Xiangyang; Yuan, Xiaming; Yang, Xiao
Sci China Inf Sci, 2023, 66(5): 154201
Keywords: unmanned aerial vehicle; tilt-wing UAV; attitude control; hovering flight; velocity compensation
Cite as: Zhu J H, Yang Y J, Wang X Y, et al. Attitude control of a novel tilt-wing UAV in hovering flight. Sci China Inf Sci, 2023, 66(5): 154201, doi: 10.1007/s11432-022-3605-5
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Trajectory-free dynamic locomotion using key trend states for biped robots with point feet
Han, Lianqiang; Chen, Xuechao; Yu, Zhangguo; Zhu, Xishuo; Hashimoto, Kenji; Huang, Qiang
Sci China Inf Sci, 2023, 66(8): 189201
Keywords: under-actuated biped robot; dynamic locomotion; trajectory free; key trend state; attitude control; foothold adjustment
Cite as: Han L Q, Chen X C, Yu Z G, et al. Trajectory-free dynamic locomotion using key trend states for biped robots with point feet. Sci China Inf Sci, 2023, 66(8): 189201, doi: 10.1007/s11432-021-3450-5
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