SCIS Collection of PERSPECTIVE - SCIENCE CHINA Information Sciences

控制人工智能系统(4) 故障诊断与控制系统安全(1) 导航、制导与控制(1) 网络化控制系统(1) 非线性系统与控制(1) 机器人与无人系统(3) 随机系统与控制(1)

计算机人工智能 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 96

Abductive learning: towards bridging machine learning and logical reasoning
Zhou, Zhi-Hua
Sci China Inf Sci, 2019, 62(7): 076101

Keywords: abductive learning; machine learning; logical reasoning; arti cial intelligence; perspective

Cite as: Zhou Z-H. Abductive learning: towards bridging machine learning and logical reasoning. Sci China Inf Sci, 2019, 62(7): 076101, doi: 10.1007/s11432-018-9801-4

计算机人工智能 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 31

Why over-parameterization of deep neural networks does not overfit?
Zhou, Zhi-Hua
Sci China Inf Sci, 2021, 64(1): 116101

Keywords: deep neural networks; perspective; ai; over-parameterization; machine learning

Cite as: Zhou Z-H. Why over-parameterization of deep neural networks does not overfit?. Sci China Inf Sci, 2021, 64(1): 116101, doi: 10.1007/s11432-020-2885-6

计算机人工智能 PERSPECTIVE Supplementary Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 18

Future vehicles: interactive wheeled robots
Ma, Nan; Li, Deyi; He, Wen; Deng, Yue; Li, Jiahong; Gao, Yue; Bao, Hong; Zhang, Huan; Xu, Xinkai; Liu, Yuansheng; Wu, Zhixuan; Chen, Li
Sci China Inf Sci, 2021, 64(5): 156101

Keywords: interactive cognition; evolution growth; wheeled robots; prior knowledge; driving skills

Cite as: Ma N, Li D Y, He W, et al. Future vehicles: interactive wheeled robots. Sci China Inf Sci, 2021, 64(5): 156101, doi: 10.1007/s11432-020-3171-4

计算机人工智能 PERSPECTIVE Supplementary Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 15

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

计算机图形图像 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 22

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

计算机图形图像 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 0

Embodied computational imaging: a new paradigm for observing and analyzing spatiotemporally ultrasensitive phenomena at multiple scales
Chen, Baoquan; Lin, Zhouchen; Xi, Peng; Liu, Yebin; Chen, Xiaodian
Sci China Inf Sci, 2024, 67(11): 216101

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

计算机高性能计算 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 15

Towards dataflow based graph processing
Jin, Hai; Yao, Pengcheng; Liao, Xiaofei
Sci China Inf Sci, 2017, 60(12): 126102

Keywords: computer architecture; data flow; graph processing; memory-level-parallelism; branch prediction

Cite as: Jin H, Yao P C, Liao X F, et al. Towards dataflow based graph processing. Sci China Inf Sci, 2017, 60(12): 126102, doi: 10.1007/s11432-017-9226-8

计算机软件 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 11

Understanding "software-defined" from an OS perspective: technical challenges and research issues
Mei, Hong
Sci China Inf Sci, 2017, 60(12): 126101

Keywords: software-defined; software-defined networking; software-defined everything; software; operating system

Cite as: Mei H. Understanding "software-defined" from an OS perspective: technical challenges and research issues. Sci China Inf Sci, 2017, 60(12): 126101, doi: 10.1007/s11432-017-9240-4

计算机软件 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 23

Can big data bring a breakthrough for software automation?
Mei, Hong; Zhang, Lu
Sci China Inf Sci, 2018, 61(5): 056101

Keywords: software automation; big data; program synthesis; software evolution; software reuse

Cite as: Mei H, Zhang L. Can big data bring a breakthrough for software automation?. Sci China Inf Sci, 2018, 61(5): 056101, doi: 10.1007/s11432-017-9355-3

计算机软件 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 2

Software system research in post-Moore's Law era: a historical perspective for the future
Zhang, Xiaodong
Sci China Inf Sci, 2019, 62(9): 196101

Keywords: perspective; software system; post-moore's law era; ecosystems; computing ecosystem

Cite as: Zhang X D. Software system research in post-Moore's Law era: a historical perspective for the future. Sci China Inf Sci, 2019, 62(9): 196101, doi: 10.1007/s11432-019-9860-1

Special Focus on Software Automation
计算机软件 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 8

Automated program repair: a step towards software automation
Roychoudhury, Abhik; Xiong, Yingfei
Sci China Inf Sci, 2019, 62(10): 200103

Keywords: program repair; software automation; bug; weak specification; overfitting; reference implementation; big data

Cite as: Roychoudhury A, Xiong Y F. Automated program repair: a step towards software automation. Sci China Inf Sci, 2019, 62(10): 200103, doi: 10.1007/s11432-019-9947-6

计算机软件 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar 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

计算机软件 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 0

An infrastructure software perspective toward computation offloading between executable specifications and foundation models
Ran, Dezhi; Wu, Mengzhou; Cao, Yuan; Marron, Assaf; Harel, David; Xie, Tao
Sci China Inf Sci, 2025, 68(4): 146101

Keywords: software ingineering; infrastructure software; foundation models; executable specifications; computation offloading

Cite as: Ran D Z, Wu M Z, Cao Y, et al. An infrastructure software perspective toward computation offloading between executable specifications and foundation models. Sci China Inf Sci, 2025, 68(4): 146101, doi: 10.1007/s11432-025-4311-9

控制人工智能系统 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 11

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

控制人工智能系统 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 3

Mathematics of multi-agent learning systems at the interface of game theory and artificial intelligence
Wang, Long; Fu, Feng; Chen, Xingru
Sci China Inf Sci, 2024, 67(6): 166201

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

控制人工智能系统 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 3

Spiking neural networks in intelligent control systems: a perspective
Zhang, Anguo; Song, Yongduan
Sci China Inf Sci, 2024, 67(7): 176201

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

控制人工智能系统 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 0

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

控制故障诊断与控制系统安全 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 18

Privacy security in control systems
Zhang, Jifeng; Tan, Jianwei; Wang, Jimin
Sci China Inf Sci, 2021, 64(7): 176201

Keywords: privacy security; control systems; privacy preserving; privacy security in control systems; reliability

Cite as: Zhang J F, Tan J W, Wang J M. Privacy security in control systems. Sci China Inf Sci, 2021, 64(7): 176201, doi: 10.1007/s11432-020-3240-8

控制导航、制导与控制 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 0

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

控制网络化控制系统 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 0

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

控制非线性系统与控制 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 30

Control design in the presence of actuator saturation: from individual systems to multi-agent systems
Lin, Zongli
Sci China Inf Sci, 2019, 62(2): 026201

Keywords: multi-agent systems; actuator saturation; nonlinear control; constrained control; coordinated control

Cite as: Lin Z L. Control design in the presence of actuator saturation: from individual systems to multi-agent systems. Sci China Inf Sci, 2019, 62(2): 026201, doi: 10.1007/s11432-018-9698-x

Special Focus on Human-Robot Hybrid Intelligence
控制机器人与无人系统 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 6

Challenges and countermeasures of interaction in autonomous vehicles
Li, Deyi; Liu, Meng; Zhao, Fei; Liu, Yu
Sci China Inf Sci, 2019, 62(5): 050201

Keywords: interaction; autonomous driving; interactive cognition; driving brain; self-learning

Cite as: Li D Y, Liu M, Zhao F, et al. Challenges and countermeasures of interaction in autonomous vehicles. Sci China Inf Sci, 2019, 62(5): 050201, doi: 10.1007/s11432-018-9766-3

控制机器人与无人系统 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 3

Cooperative control for heterogeneous multi-agent systems: progress, applications, and challenges
Yan, Bing; Shi, Peng; Chambers, Jonathon
Sci China Inf Sci, 2024, 67(5): 156201

Keywords: cooperative control; multi-agent systems; security and safety; cyber-attacks; learning-based control

Cite as: Yan B, Shi P, Chambers J. Cooperative control for heterogeneous multi-agent systems: progress, applications, and challenges. Sci China Inf Sci, 2024, 67(5): 156201, doi: 10.1007/s11432-024-4001-6

控制机器人与无人系统 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 0

Cloud-based control systems: towards the control architecture in cloud computing era
Xia, Yuanqing
Sci China Inf Sci, 2024, 67(10): 206201

Keywords: model predictive control; workflow; dynamical cloud; cloud control systems; cloud computing

Cite as: Xia Y Q. Cloud-based control systems: towards the control architecture in cloud computing era. Sci China Inf Sci, 2024, 67(10): 206201, doi: 10.1007/s11432-023-4156-5

控制随机系统与控制 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 0

The optimal control theory — a scientific approach to fundamentally solving control problems
Zhang, Huanshui
Sci China Inf Sci, 2025, 68(1): 116201

Keywords: optimal control; maximum principle; optimization; Irregular LQR; time delay

Cite as: Zhang H S. The optimal control theory — a scientific approach to fundamentally solving control problems. Sci China Inf Sci, 2025, 68(1): 116201, doi: 10.1007/s11432-024-4180-2

通信网络安全 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 14

Development paradigms of cyberspace endogenous safety and security
Wu, Jiangxing
Sci China Inf Sci, 2022, 65(5): 156301

Keywords: reconfigurable architectures; energy efficiency; cryptographic accelerator; flexibility; side channel analysis

Cite as: Wu J X. Development paradigms of cyberspace endogenous safety and security. Sci China Inf Sci, 2022, 65(5): 156301, doi: 10.1007/s11432-021-3379-2

Special Topic: Spectrum, Coverage, and Enabling Technologies for Intelligent 6G
SCIS Selected Articles on 6G
SCIS Selected Articles on Thz Communication
通信无线通信 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 20

6G extreme connectivity via exploring spatiotemporal exchangeability
You, Xiaohu
Sci China Inf Sci, 2023, 66(3): 130306

Keywords: 6G;spatiotemporal exchangeability; MIMO; the six-generation; wireless communication

Cite as: You X H. 6G extreme connectivity via exploring spatiotemporal exchangeability. Sci China Inf Sci, 2023, 66(3): 130306, doi: 10.1007/s11432-022-3598-4

SCIS Selected Articles on 6G
通信无线通信 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 8

Next generation multiple access for IMT towards 2030 and beyond
Ding, Zhiguo; Schober, Robert; Fan, Pingzhi; Poor, H. Vincent
Sci China Inf Sci, 2024, 67(6): 166301

Keywords: next generation multiple access; NGMA; non-orthogonal multiple access; NOMA; IMT 2030; ambient IoT; near-field communications

Cite as: Ding Z G, Schober R, Fan P Z, et al. Next generation multiple access for IMT towards 2030 and beyond. Sci China Inf Sci, 2024, 67(6): 166301, doi: 10.1007/s11432-024-4014-x

信息器件 MEMS PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 10

Nanomechanics: emerging opportunities for future computing
Wang, Zenghui; Fang, Jiawei; Zhang, Pengcheng; Yang, Rui
Sci China Inf Sci, 2021, 64(10): 206401

Keywords: mems; nems; mechanical computing; logic devices; switches; resonators

Cite as: Wang Z H, Fang J W, Zhang P C, et al. Nanomechanics: emerging opportunities for future computing. Sci China Inf Sci, 2021, 64(10): 206401, doi: 10.1007/s11432-020-3241-9

信息器件新器件 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 30

Design for reliability with the advanced integrated circuit (IC) technology: challenges and opportunities
Ji, Zhigang; Chen, Haibao; Li, Xiuyan
Sci China Inf Sci, 2019, 62(12): 226401

Keywords: reliability; variability; cmos; bti; defect; modelling; electronic design automation

Cite as: Ji Z G, Chen H B, Li X Y. Design for reliability with the advanced integrated circuit (IC) technology: challenges and opportunities. Sci China Inf Sci, 2019, 62(12): 226401, doi: 10.1007/s11432-019-2643-5

信息器件新器件 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 7

Multi level cell (MLC) in 3D crosspoint phase change memory array
Gong, Nanbo
Sci China Inf Sci, 2021, 64(6): 166401

Keywords: memory; pcm; mlc; 1t1r; ots-pcm

Cite as: Gong N. Multi level cell (MLC) in 3D crosspoint phase change memory array. Sci China Inf Sci, 2021, 64(6): 166401, doi: 10.1007/s11432-021-3184-5

Special Topic: Novel Memory Materials and Devices: Ferroelectrics and Oxide Semiconductors
信息器件新器件 PERSPECTIVE Webpage Webpage-cn SpringerLink Google Scholar

Prospects and challenges of HfO2-based ferroelectric devices
Takagi S, Takenaka M, Toprasertpong K
Sci China Inf Sci, 2025, 68(6): 160407

Keywords: ferroelectric device; FeFET; FeRAM; HfO2; reservoir computing

Cite as: Takagi S, Takenaka M, Toprasertpong K. Prospects and challenges of HfO2-based ferroelectric devices. Sci China Inf Sci, 2025, 68(6): 160407, doi: 10.1007/s11432-025-4372-4