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value-targeted regression

3 papers

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Co-occurring keywords · papers mentioning both

constant regret (1) misspecified model (1) linear parametrization (1) finite-horizon episodic rl (1) instance-dependent bound (1) episodic reinforcement learning (1) linear markov decision process (1) aleatoric uncertainty (1) reward-free exploration (1) linear mixture mdp (1)

Papers

Achieving Constant Regret in Linear Markov Decision Processes NeurIPS 2024 Optimal Horizon-Free Reward-Free Exploration for Linear Mixture MDPs ICML 2023 Model-Based Reinforcement Learning with Value-Targeted Regression L4DC 2020