conftrace_

stationary policy

7 papers

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Co-occurring keywords

reinforcement learning (4352) regret bound (1926) markov decision process (790) no-regret online learning (2) non-stationary policy (3) almost sure constraint (1) sample-complexity bound (1) approximate optimality (1) independent chain (1) performance guarantee (19)

Papers

Learning $\epsilon$-Nash equilibrium stationary policies in stochastic games with unknown independent chains using online mirror descent L4DC 2024
Regret Bounds for Stochastic Shortest Path Problems with Linear Function Approximation ICML 2022
Reinforcement Learning with Almost Sure Constraints L4DC 2022
Horizon-Free Reinforcement Learning in Polynomial Time: the Power of Stationary Policies COLT 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 NIPS 2012
A Reduction of Imitation Learning and Structured Prediction to No-Regret Online Learning AISTATS 2011