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average-reward mdp

10 papers

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Co-occurring keywords

markov decision process (790) average reward (29) generative model (2892) sample complexity (1169) policy optimization (657) weakly communicating mdp (3) stochastic mirror descent (18) off-policy learning (228) optimal policy (93) primal-dual optimization (49)

Papers

Offline Primal-Dual Reinforcement Learning for Linear MDPs AISTATS 2024
Span-Based Optimal Sample Complexity for Weakly Communicating and General Average Reward MDPs NIPS 2024
Primal-Dual Stochastic Mirror Descent for MDPs AISTATS 2022
Learning Infinite-horizon Average-reward Markov Decision Process with Constraints ICML 2022
Average-Reward Learning and Planning with Options NIPS 2021
Towards Tight Bounds on the Sample Complexity of Average-reward MDPs ICML 2021
Learning and Planning in Average-Reward Markov Decision Processes ICML 2021
Average-Reward Off-Policy Policy Evaluation with Function Approximation ICML 2021
Model-free Reinforcement Learning in Infinite-horizon Average-reward Markov Decision Processes ICML 2020
Efficiently Solving MDPs with Stochastic Mirror Descent ICML 2020