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conftrace_

constant regret

6 papers

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Co-occurring keywords · papers mentioning both

contextual bandit (2) function approximation (2) representation learning (2) realizability assumption (1) misspecified model (1) risk-averse user (1) representation selection (1) value-targeted regression (1) spectral property (1) tiered reinforcement learning (1)

Papers

Achieving Constant Regret in Linear Markov Decision Processes NeurIPS 2024 Constant regret for sequence prediction with limited advice ALT 2023 Scalable Representation Learning in Linear Contextual Bandits with Constant Regret Guarantees NeurIPS 2022 Tiered Reinforcement Learning: Pessimism in the Face of Uncertainty and Constant Regret NeurIPS 2022 Reinforcement Learning in Linear MDPs: Constant Regret and Representation Selection NeurIPS 2021 Contextual Bandit Learning with Predictable Rewards AISTATS 2012