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mean-field reinforcement learning

3 papers

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Co-occurring keywords · papers mentioning both

multi-agent system (2) multi-agent reinforcement learning (2) exploration-exploitation dilemma (1) curse of many agent (1) large-scale system (1) model-based function approximation (1) large-scale multi-agent (1) population-level coordination (1) mean field game (1) statistical efficiency (1)

Papers

On the Statistical Efficiency of Mean-Field Reinforcement Learning with General Function Approximation AISTATS 2024 Hierarchical Mean-Field Deep Reinforcement Learning for Large-Scale Multiagent Systems AAAI 2023 Breaking the Curse of Many Agents: Provable Mean Embedding Q-Iteration for Mean-Field Reinforcement Learning ICML 2020