conftrace_

optimism in face of uncertainty

7 papers

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Also known as

OFU

Co-occurring keywords

reinforcement learning (4352) regret bound (1926) regret minimization (315) nonepisodic reinforcement learning (1) factored markov decision process (7) confidence sequence (16) linear quadratic game (2) stochastic linear bandit (15) value distribution (15) discounted mdp (4)

Papers

NeoRL: Efficient Exploration for Nonepisodic RL NIPS 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 NIPS 2023
Oracle-Efficient Regret Minimization in Factored MDPs with Unknown Structure NIPS 2021
Provably Sample Efficient Reinforcement Learning in Competitive Linear Quadratic Systems L4DC 2021
Nearly Minimax Optimal Reinforcement Learning for Discounted MDPs NIPS 2021
Regret Minimization for Reinforcement Learning by Evaluating the Optimal Bias Function NIPS 2019