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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Qing Yang

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Sep 2026

Data‐Driven Consensus for Markov Jump Singularly Perturbed Multi‐Agent Systems: A Novel Parallel Hybrid Learning Scheme

A model‐based parallel hybrid learning method is developed for multi‐agent systems to obtain fast convergence speed and meet the stability requirement for initial policy and a model‐free parallel hybrid learning framework is proposed, which solely relies on state and control input data from each agent and its neighbori...

Qing Yang, Xi-Hong Fei, Jing Wang et al. · 0 citations
Jul 2026

Two-Stage Homotopic Learning for Data-Driven Cluster Consensus in Multiagent Systems.

A novel homotopic reinforcement learning (RL) framework is proposed to address the distributed cluster consensus problem in continuous-time multiagent systems (MASs) as a zero-sum differential game using a proposed minmax game policy.

Qing Yang, Jing Wang, Jinde Cao et al. · 0 citations

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