conftrace_

near-optimal policy

10 papers

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Co-occurring keywords

sample complexity (1169) markov decision process (790) model-based reinforcement learning (415) pac learning (283) policy optimization (657) interactive algorithm (6) regular decision process (3) decision support (38) method of moment (26) planning horizon (11)

Papers

Instance-Dependent Near-Optimal Policy Identification in Linear MDPs via Online Experiment Design NIPS 2022
Tractable Optimality in Episodic Latent MABs NIPS 2022
Near Optimal Reward-Free Reinforcement Learning ICML 2021
Efficient PAC Reinforcement Learning in Regular Decision Processes IJCAI 2021
Sample Complexity of Reinforcement Learning using Linearly Combined Model Ensembles AISTATS 2020
Explicit Explore-Exploit Algorithms in Continuous State Spaces NIPS 2019
Adaptive Elicitation of Preferences under Uncertainty in Sequential Decision Making Problems IJCAI 2017
Only H is left: Near-tight Episodic PAC RL NIPS 2016
MDPs with Non-Deterministic Policies NIPS 2008
ε-MDPs: Learning in Varying Environments JMLR 2002