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Optimistic PAC Reinforcement Learning: the Instance-Dependent View., , и . CoRR, (2022)Near Instance-Optimal PAC Reinforcement Learning for Deterministic MDPs., , и . NeurIPS, (2022)Optimistic PAC Reinforcement Learning: the Instance-Dependent View., , и . ALT, том 201 из Proceedings of Machine Learning Research, стр. 1460-1480. PMLR, (2023)Best Policy Identification in discounted MDPs: Problem-specific Sample Complexity., и . CoRR, (2020)On the Complexity of All ε-Best Arms Identification., , и . ECML/PKDD (4), том 13716 из Lecture Notes in Computer Science, стр. 317-332. Springer, (2022)Towards Instance-Optimality in Online PAC Reinforcement Learning., , и . CoRR, (2023)Active Coverage for PAC Reinforcement Learning., , и . COLT, том 195 из Proceedings of Machine Learning Research, стр. 5044-5109. PMLR, (2023)Navigating to the Best Policy in Markov Decision Processes., , и . NeurIPS, стр. 25852-25864. (2021)Adaptive Sampling for Best Policy Identification in Markov Decision Processes., и . ICML, том 139 из Proceedings of Machine Learning Research, стр. 7459-7468. PMLR, (2021)On the Complexity of Differentially Private Best-Arm Identification with Fixed Confidence., , , и . CoRR, (2023)