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horizon-free regret

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Co-occurring keywords · papers mentioning both

linear bandit (2) regret bound (2) variance-dependent regret (1) variance adaptation (1) elliptical potential (1) variance-dependent regret bound (1) linear mixture markov decision process (1) self-normalized martingale (1) linear markov decision process (1) heteroscedastic noise (1)

Papers

Horizon-Free Regret for Linear Markov Decision Processes ICLR 2024 Variance-Dependent Regret Bounds for Linear Bandits and Reinforcement Learning: Adaptivity and Computational Efficiency COLT 2023 Improved Regret Analysis for Variance-Adaptive Linear Bandits and Horizon-Free Linear Mixture MDPs NeurIPS 2022