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bias function

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average-reward mdp (2) average reward (2) markov decision process (2) sample complexity (2) minimax optimal regret (1) bias function span (1) average-reward reinforcement learning (1) weakly communicating mdp (1) state-action space (1) horizon calibration (1)

Papers

Span-Agnostic Optimal Sample Complexity and Oracle Inequalities for Average-Reward RL COLT 2025 Achieving Tractable Minimax Optimal Regret in Average Reward MDPs NeurIPS 2024 Feasible Q-Learning for Average Reward Reinforcement Learning AISTATS 2024 Span-Based Optimal Sample Complexity for Weakly Communicating and General Average Reward MDPs NeurIPS 2024