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stationary policy

8 papers

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Co-occurring keywords · papers mentioning both

reinforcement learning (4) regret bound (3) markov decision process (3) markov decision processes (2) online learning (2) no-regret online learning (1) stochastic environment (1) planning horizon (1) non-stationary policy (1) infinite horizon (1)

Papers

Learning ε-Nash equilibrium stationary policies in stochastic games with unknown independent chains using online mirror descent L4DC 2024 Horizon-Free Reinforcement Learning in Polynomial Time: the Power of Stationary Policies COLT 2022 Regret Bounds for Stochastic Shortest Path Problems with Linear Function Approximation ICML 2022 Reinforcement Learning with Almost Sure Constraints L4DC 2022 Q* Approximation Schemes for Batch Reinforcement Learning: A Theoretical Comparison UAI 2020 On the Use of Non-Stationary Policies for Stationary Infinite-Horizon Markov Decision Processes NeurIPS 2012 A Reduction of Imitation Learning and Structured Prediction to No-Regret Online Learning AISTATS 2011 Online Markov Decision Processes under Bandit Feedback NeurIPS 2010