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KL-UCB-switch: optimal regret bounds for stochastic bandits from both a distribution-dependent and a distribution-free viewpoints., , , and . CoRR, (2018)Fano's inequality for random variables., , and . CoRR, (2017)Adaptive Multi-Goal Exploration., , , , , and . CoRR, (2021)Fixed-Confidence Guarantees for Bayesian Best-Arm Identification., , , , and . CoRR, (2019)Model-free Posterior Sampling via Learning Rate Randomization., , , , , , , , and . CoRR, (2023)Episodic Reinforcement Learning in Finite MDPs: Minimax Lower Bounds Revisited., , , and . CoRR, (2020)A Kernel-Based Approach to Non-Stationary Reinforcement Learning in Metric Spaces., , , , and . CoRR, (2020)Explore First, Exploit Next: The True Shape of Regret in Bandit Problems., , and . Math. Oper. Res., 44 (2): 377-399 (2019)KL-Entropy-Regularized RL with a Generative Model is Minimax Optimal., , , , , , , , , and 3 other author(s). CoRR, (2022)Optimal Strategies for Graph-Structured Bandits., , and . CoRR, (2020)