conftrace_

reward-free reinforcement learning

11 papers

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Also known as

RF-RL

Co-occurring keywords · papers mentioning both

sample complexity (8) reinforcement learning (3) near-optimal policy (2) linear markov decision process (2) reward-free exploration (2) markov game (2) linear mdp (2) linear function approximation (2) markov decision process (2) offline reinforcement learning (2)

Papers

Offline Oracle-Efficient Learning for Contextual MDPs via Layerwise Exploration-Exploitation Tradeoff NeurIPS 2024 Near-Optimal Deployment Efficiency in Reward-Free Reinforcement Learning with Linear Function Approximation ICLR 2023 One Policy is Enough: Parallel Exploration with a Single Policy is Near-Optimal for Reward-Free Reinforcement Learning AISTATS 2023 Safe Exploration Incurs Nearly No Additional Sample Complexity for Reward-Free RL ICLR 2023 Towards Minimax Optimal Reward-free Reinforcement Learning in Linear MDPs ICLR 2023 A Simple Reward-free Approach to Constrained Reinforcement Learning ICML 2022 Reward-Free RL is No Harder Than Reward-Aware RL in Linear Markov Decision Processes ICML 2022 Exploration by Maximizing Renyi Entropy for Reward-Free RL Framework AAAI 2021 Near Optimal Reward-Free Reinforcement Learning ICML 2021 On Reward-Free RL with Kernel and Neural Function Approximations: Single-Agent MDP and Markov Game ICML 2021 On Reward-Free Reinforcement Learning with Linear Function Approximation NeurIPS 2020