tabular mdp

Multi-User Reinforcement Learning with Low Rank Rewards ICML 2023 Near-optimal Conservative Exploration in Reinforcement Learning under Episode-wise Constraints ICML 2023 Reinforcement Learning Can Be More Efficient with Multiple Rewards ICML 2023 A Model Selection Approach for Corruption Robust Reinforcement Learning ALT 2022 A Simple Reward-free Approach to Constrained Reinforcement Learning ICML 2022 Identifiability and generalizability from multiple experts in Inverse Reinforcement Learning NeurIPS 2022 Near-Optimal Randomized Exploration for Tabular Markov Decision Processes NeurIPS 2022 Sample-Efficient Reinforcement Learning in the Presence of Exogenous Information COLT 2022 Fast Rates for the Regret of Offline Reinforcement Learning COLT 2021 Fine-Grained Gap-Dependent Bounds for Tabular MDPs via Adaptive Multi-Step Bootstrap COLT 2021 Nearly Horizon-Free Offline Reinforcement Learning NeurIPS 2021 On Reinforcement Learning with Adversarial Corruption and Its Application to Block MDP ICML 2021 Provably efficient multi-task reinforcement learning with model transfer NeurIPS 2021 Softmax Policy Gradient Methods Can Take Exponential Time to Converge COLT 2021 Reinforcement Learning with Feedback Graphs NeurIPS 2020