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entropy regularization (2) convergence rate (2) corruption robust algorithm (1) reward corruption (1) policy elimination (1) softmax policy (1) in-sample optimal policy (1) łojasiewicz inequality (1) policy gradient method (1) conservative policy iteration (1)

Papers

Iteratively Refined Behavior Regularization for Offline Reinforcement Learning NeurIPS 2024 Improved Corruption Robust Algorithms for Episodic Reinforcement Learning ICML 2021 On the Global Convergence Rates of Softmax Policy Gradient Methods ICML 2020 Optimality and Approximation with Policy Gradient Methods in Markov Decision Processes COLT 2020