Highly Cited in 202603
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Cited in SCI: 44
A formal model for multiagent Q-learning on graphs
Liu, Jinzhuo; Jiang, Guangchen; Chu, Chen; Li, Yong; Wang, Zhen; Hu, Shuyue
Sci China Inf Sci, 2025, 68(9): 192206
Keywords: multiagent; Q-learning dynamics; game theory; graph theory
Cite as: Liu J Z, Jiang G C, Chu C, et al. A formal model for multiagent Q-learning on graphs. Sci China Inf Sci, 2025, 68: 192206, doi: 10.1007/s11432-024-4289-6
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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: 112202, doi: 10.1007/s11432-023-4053-9
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Asymmetric interaction preference induces cooperation in human-agent hybrid game
Jia, Danyang; Dai, Xiangfeng; Xing, Junliang; Tao, Pin; Shi, Yuanchun; Wang, Zhen
Sci China Inf Sci, 2025, 68(11): 212201
Keywords: cooperation; human-agent game; preference; freedom of choice; evolutionary game theory
Cite as: Jia D Y, Dai X F, Xing J L, et al. Asymmetric interaction preference induces cooperation in human-agent hybrid game. Sci China Inf Sci, 2025, 68: 212201, doi: 10.1007/s11432-023-4287-2
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Keywords: population game; prisoner’s dilemma; convergence; cooperation tightness; social network
Cite as: Wang Z, Song P X, Peng D-T, et al. Manipulate holistic cooperation of population game: optimal induction strategy for a few irrational agents in social networks. Sci China Inf Sci, 2025, 68: 142202, doi: 10.1007/s11432-024-4295-8
Special Topic: Logical System Control
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Observability and approximate observability of Boolean control networks from finite offline data
Ge, Xingyu; Akutsu, Tatsuya; Sun, Liangjie; Lu, Jianquan; Zhong, Jie
Sci China Inf Sci, 2026, 69(4): 140207
Keywords: Boolean control networks; observability; data-driven; data informativity; matrix representations
Cite as: Ge X Y, Akutsu T, Sun L J, et al. Observability and approximate observability of Boolean control networks from finite offline data. Sci China Inf Sci, 2026, 69: 140207, doi: 10.1007/s11432-025-4750-x
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Keywords: model-free reinforcement learning; unknown heterogeneous multi-agent systems; fully distributed; event-triggered control; directed graph
Cite as: Shi X T, Li Y J, Du C L, et al. Cooperative output regulation of heterogeneous directed multi-agent systems: a fully distributed model-free reinforcement learning framework. Sci China Inf Sci, 2025, 68: 122202, doi: 10.1007/s11432-024-4103-1
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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: 112204, doi: 10.1007/s11432-023-4170-3
Special Topic: Logical System Control
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A data-driven framework for constrained control of Boolean networks
Zhong, Dingyuan; Li, Yuanyuan; Zhong, Jie; Zhang, Ping; Lu, Jianquan
Sci China Inf Sci, 2026, 69(4): 140203
Keywords: Boolean networks; data-driven control; stabilization; algebraic state space representation
Cite as: Zhong D Y, Li Y Y, Zhong J, et al. A data-driven framework for constrained control of Boolean networks. Sci China Inf Sci, 2026, 69: 140203, doi: 10.1007/s11432-025-4788-y
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Keywords: multi-potential game; game space decomposition; potential function; Nash equilibrium; algebraic state space representation
Cite as: Liu A X, Li H T, Wang L. Decomposition and equilibrium analysis of multi-potential games: aligning individual interest with group welfare. Sci China Inf Sci, 2025, 68: 202203, doi: 10.1007/s11432-024-4300-0
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Quantifying the weakness of ties with hierarchy-based link centrality
Mou, Jianhong; Wang, Longyun; Wen, Kang; Dai, Bitao; Tan, Suoyi; Liljeros, Fredrik; Holme, Petter; Lu, Xin
Sci China Inf Sci, 2025, 68(9): 192202
Keywords: weak ties; network hierarchy; hierarchy-based link centrality; link-based community detection; network dissimilarity
Cite as: Mou J H, Wang L Y, Wen K, et al. Quantifying the weakness of ties with hierarchy-based link centrality. Sci China Inf Sci, 2025, 68: 192202, doi: 10.1007/s11432-024-4260-8
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Controllability of heterogeneous networked sampled-data systems
Yang, Zixuan; Wang, Lin; Wang, Xiaofan; Chen, Guanrong
Sci China Inf Sci, 2025, 68(3): 132207
Keywords: network controllability; sampled-data system; heterogeneous system; inner coupling; multi-agent system
Cite as: Yang Z X, Wang L, Wang X F, et al. Controllability of heterogeneous networked sampled-data systems. Sci China Inf Sci, 2025, 68: 132207, doi: 10.1007/s11432-024-4149-x
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Keywords: adaptive control; predefined-time control; prescribed performance control; composite learning; robotic systems
Cite as: Zeng X D, Hua C C, Li K. Robust composite adaptive predefined-time control of n-link robotic systems with prescribed performance. Sci China Inf Sci, 2026, 69: 132201, doi: 10.1007/s11432-024-4547-5
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Keywords: coupled neutral complex networks; mismatched parameters; intermittent control; bounded control; fixed-time stability; practical fixed-time stability
Cite as: Kong F C, Cao J D. Practical fixed-time intermittent control of coupled neutral complex networks. Sci China Inf Sci, 2026, 69: 122206, doi: 10.1007/s11432-024-4435-1
Special Topic: Logical System Control
SCIS Selected Articles on Semi-Tensor Product (STP)
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Semi-tensor product-based convolutional neural network
Cheng, Daizhan; Zhang, Xiao
Sci China Inf Sci, 2026, 69(4): 140201
Keywords: semi-tensor product; domain-based convolution; convolutional neural network; irregular image; higher-order signal identification
Cite as: Cheng D Z, Zhang X. Semi-tensor product-based convolutional neural network. Sci China Inf Sci, 2026, 69: 140201, doi: 10.1007/s11432-025-4734-4
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Pinning control of simplicial complexes with noise
Yao, Shuwei; Xiang, Linying; Hu, Guoyun; Ye, Rengtao; Zhang, Meini
Sci China Inf Sci, 2026, 69(3): 139204
Keywords: simplicial complex; higher-order network; pinning control; noise; synchronization
Cite as: Yao S W, Xiang L Y, Hu G Y, et al. Pinning control of simplicial complexes with noise. Sci China Inf Sci, 2026, 69: 139204, doi: 10.1007/s11432-025-4712-9
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Keywords: intermittent control; fixed-time output synchronization; multilayered networks; fixed-time stability; microgrid model
Cite as: Zhao T T, Huang J, Wang Y B, et al. Saturation function-based intermittent control on fixed-time output synchronization of multilayered networks. Sci China Inf Sci, 2025, 68: 209201, doi: 10.1007/s11432-025-4531-y
Special Topic: Logical System Control
SCIS Selected Articles on Semi-Tensor Product (STP)
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Keywords: semi-tensor product; logical dynamic system; state estimation; logical system control; sensor attack
Cite as: Zhang Z P, Wang A C, Xia C Y. STP-based sensor attack-resilient supervisory control of logical finite state machines with encrypted channel. Sci China Inf Sci, 2026, 69: 140212, doi: 10.1007/s11432-025-4778-5
Special Topic: Logical System Control
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Optimal control of Boolean control networks: a data-driven perspective
Disaro, Giorgia; Valcher, Maria Elena
Sci China Inf Sci, 2026, 69(4): 140202
Keywords: data-driven methods; Boolean control networks; algebraic representation; optimal control; λ switch
Cite as: Disaro G, Valcher M E. Optimal control of Boolean control networks: a data-driven perspective. Sci China Inf Sci, 2026, 69: 140202, doi: 10.1007/s11432-025-4787-9
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Keywords: iterative learning control; tuning parameter; convergence analysis; linear systems; convergence speed
Cite as: Wu A-G, Zhao X-J, Mei J. An iterative learning control algorithm with a tuning parameter for discrete-time state-space linear systems. Sci China Inf Sci, 2026, 69: 132206, doi: 10.1007/s11432-024-4618-0
Special Topic: Mean-Field Game and Control of Large Population Systems: From Theory to Practice
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Minimum number of prejudiced agents needed for consensus of weighted median opinion dynamics
Zhang, Ruichang; Liu, Zhixin; Chen, Ge; Mei, Wenjun
Sci China Inf Sci, 2025, 68(11): 210207
Keywords: consensus; opinion dynamics; weighted median; prejudice
Cite as: Zhang R C, Liu Z X, Chen G, et al. Minimum number of prejudiced agents needed for consensus of weighted median opinion dynamics. Sci China Inf Sci, 2025, 68: 210207, doi: 10.1007/s11432-025-4656-8
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Keywords: algebraic criteria; controllability; multi-layer networks; layer scales; complex networks
Cite as: Li Z F, Hao F. Necessary and sufficient conditions for controllability of multilayer networked systems with nonuniform layer scales. Sci China Inf Sci, 2026, 69: 209204, doi: 10.1007/s11432-025-4930-y
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Pinning stabilization of Boolean networks via reinforcement learning
Fan Y X, Yerudkar A, Liu Y, et al
Sci China Inf Sci, 2026, 69(9): 199204
Keywords: Boolean networks; pinning control; feedback stabilization; Q-learning; state feedback control
Cite as: Fan Y X, Yerudkar A, Liu Y, et al. Pinning stabilization of Boolean networks via reinforcement learning. Sci China Inf Sci, 2026, 69: 199204, doi: 10.1007/s11432-025-4899-1
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Keywords: privacy-preserving control; Liu cryptosystem; attack detector; consensus
Cite as: Yang Y, Huang F M, Yue W B. Privacy-preserving leaderless consensus control of nonlinear multi-agent systems under attacks: improved Liu cryptosystem. Sci China Inf Sci, 2026, 69: 192201, doi: 10.1007/s11432-024-4459-5
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Keywords: reinforcement learning; human-in-the-loop control; optimal control; denial-of-service attacks; constrained-input multiagent systems
Cite as: Huang Z S, Li T S, Long Y, et al. Resilient human-in-the-loop cooperative optimal control for constrained-input multiagent systems under DoS attacks via reinforcement learning. Sci China Inf Sci, 2026, 69: 172209, doi: 10.1007/s11432-025-4941-x
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Spatiotemporal diffusion with Koopman operator for multistep prediction of short-term time-series
Su, Liangyu; Shu, Jun; Chen, Luonan; Meng, Deyu; Xu, Zongben
Sci China Inf Sci, 2026, 69(7): 172201
Keywords: time series; multistep prediction; short term; Koopman operator; spatiotemporal information
Cite as: Su L Y, Shu J, Chen L N, et al. Spatiotemporal diffusion with Koopman operator for multistep prediction of short-term time-series. Sci China Inf Sci, 2026, 69: 172201, doi: 10.1007/s11432-024-4836-1
SCIS Selected Articles on Fully Actuated Systems (FAS)
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Keywords: high-order fully actuated systems; output feedback control; event-triggered control
Cite as: Meng R, Hua C C, Li K, et al. Output and estimated state event-based output feedback control of high-order fully actuated systems. Sci China Inf Sci, 2026, 69: 162203, doi: 10.1007/s11432-024-4829-2
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Keywords: heterogeneous multi-agent systems; consensus control; backlash nonlinearity; time-delay compensation; adaptive control
Cite as: Li H, Zhang X Y, Li Z, et al. Adaptive consensus control of heterogeneous multi-agent time-delay systems with motor backlash compensator and its application. Sci China Inf Sci, 2026, 69: 149202, doi: 10.1007/s11432-025-4730-y
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Robust model predictive control for perturbed nonlinear multi-agent systems via dynamic event-triggered scheme
Guo, Rui; Feng, Jianwen; Zhao, Yi; Huang, Tingwen; Liu, Xinzhi; Wang, Jingyi
Sci China Inf Sci, 2026, 69(4): 142205
Keywords: nonlinear multi-agent systems; dynamic event-triggered mechanism; model predictive control; robust control
Cite as: Guo R, Feng J W, Zhao Y, et al. Robust model predictive control for perturbed nonlinear multi-agent systems via dynamic event-triggered scheme. Sci China Inf Sci, 2026, 69: 142205, doi: 10.1007/s11432-024-4807-5
Special Topic: Logical System Control
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Probabilistic bounds and ramp control in linear threshold dynamics
Xuan, Ziyu; Huang, Nan; Jiang, Bangxin; Liu, Yang
Sci China Inf Sci, 2026, 69(4): 140211
Keywords: Pareto front; consensus oscillation; ramp control; linear threshold dynamics; controllability; optimal control
Cite as: Xuan Z Y, Huang N, Jiang B X, et al. Probabilistic bounds and ramp control in linear threshold dynamics. Sci China Inf Sci, 2026, 69: 140211, doi: 10.1007/s11432-025-4833-9
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Keywords: distribution dependent stochastic complex network; Smoluchowski-Kramers approximation; total variation distance; Levy noise; Malliavin calculus
Cite as: Cheng L J, Ren Y. Convergence rate of Smoluchowski-Kramers approximation for distribution dependent stochastic complex networks with jumps. Sci China Inf Sci, 2026, 69: 139202, doi: 10.1007/s11432-025-4729-x
