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discounted mdp

6 papers

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Co-occurring keywords · papers mentioning both

average-reward mdp (2) generative model (2) markov decision process (2) sample complexity (2) approximate model (1) bernstein-type bonus (1) optimal sample efficiency (1) diameter (1) halpern's anchored iteration (1) span seminorm (1)

Papers

Near-Optimal Sample Complexity for MDPs via Anchoring ICML 2025 The Plug-in Approach for Average-Reward and Discounted MDPs: Optimal Sample Complexity Analysis ALT 2025 Regret-Optimal Model-Free Reinforcement Learning for Discounted MDPs with Short Burn-In Time NeurIPS 2023 Operator Splitting Value Iteration NeurIPS 2022 Nearly Minimax Optimal Reinforcement Learning for Discounted MDPs NeurIPS 2021 Efficiently Solving MDPs with Stochastic Mirror Descent ICML 2020