Graphon Mean-Field Subsampling for Cooperative Heterogeneous Multi-Agent Reinforcement Learning
图论均值场子采样用于协作异质多智能体强化学习
机构 * California Institute of Technology(加州理工学院) ; Harvard University(哈佛大学) ; Georgia Institute of Technology(佐治亚理工学院)
AI总结 GMFS通过子采样异质智能体交互,实现可扩展的协作多智能体强化学习,具有poly(κ)样本复杂度和O(1/√κ)最优性差距。
Comments 43 pages, 5 figures, 1 table