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federated q-learning

5 papers

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tabular markov decision process (2) importance averaging (2) multi-agent system (2) linear speedup (2) communication cost (2) markov decision process (2) sample complexity (2) reinforcement learning (2) state-action occupancy distribution (1) policy switching (1)

Papers

Federated Q-Learning with Reference-Advantage Decomposition: Almost Optimal Regret and Logarithmic Communication Cost ICLR 2025 Gap-Dependent Bounds for Federated Q-Learning ICML 2025 The Blessing of Heterogeneity in Federated Q-Learning: Linear Speedup and Beyond JMLR 2025 The Sample-Communication Complexity Trade-off in Federated Q-Learning NeurIPS 2024 The Blessing of Heterogeneity in Federated Q-Learning: Linear Speedup and Beyond ICML 2023