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conftrace_

optimism in face of uncertainty

7 papers

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OFU

Co-occurring keywords · papers mentioning both

reinforcement learning (5) regret bound (3) regret minimization (3) nonepisodic reinforcement learning (1) factored markov decision process (1) confidence sequence (1) linear quadratic game (1) stochastic linear bandit (1) value distribution (1) discounted mdp (1)

Papers

NeoRL: Efficient Exploration for Nonepisodic RL NeurIPS 2024 OVD-Explorer: Optimism Should Not Be the Sole Pursuit of Exploration in Noisy Environments AAAI 2024 Improved Algorithms for Stochastic Linear Bandits Using Tail Bounds for Martingale Mixtures NeurIPS 2023 Nearly Minimax Optimal Reinforcement Learning for Discounted MDPs NeurIPS 2021 Oracle-Efficient Regret Minimization in Factored MDPs with Unknown Structure NeurIPS 2021 Provably Sample Efficient Reinforcement Learning in Competitive Linear Quadratic Systems L4DC 2021 Regret Minimization for Reinforcement Learning by Evaluating the Optimal Bias Function NeurIPS 2019