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optimism in the face of uncertainty

8 papers

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OFU

Co-occurring keywords · papers mentioning both

markov decision process (3) regret bound (2) generative model (2) optimistic planning (2) online planning (2) unknown dynamics (1) regret rate (1) online linear control (1) stochastic convex cost (1) optimal bias function (1)

Papers

More Benefits of Being Distributional: Second-Order Bounds for Reinforcement Learning ICML 2024 Provably Efficient Representation Learning with Tractable Planning in Low-Rank POMDP ICML 2023 Efficient Online Linear Control with Stochastic Convex Costs and Unknown Dynamics COLT 2022 A Unifying View of Optimism in Episodic Reinforcement Learning NeurIPS 2020 Regret Minimization for Reinforcement Learning by Evaluating the Optimal Bias Function NeurIPS 2019 #Exploration: A Study of Count-Based Exploration for Deep Reinforcement Learning NeurIPS 2017 Optimistic Planning in Markov Decision Processes Using a Generative Model NeurIPS 2014 Aggregating Optimistic Planning Trees for Solving Markov Decision Processes NeurIPS 2013