conftrace_

linear mixture model

5 papers

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regret bound (4) markov decision process (3) stochastic shortest path (2) value iteration (2) episodic learning (2) episodic markov decision process (1) optimism principle (1) instantaneous hard constraint (1) average-reward reinforcement learning (1) safe reinforcement learning (1)

Papers

Learning Infinite-Horizon Average-Reward Linear Mixture MDPs of Bounded Span AISTATS 2025 A Near-Optimal Algorithm for Safe Reinforcement Learning Under Instantaneous Hard Constraints ICML 2023 Nearly Minimax Optimal Regret for Learning Linear Mixture Stochastic Shortest Path ICML 2023 Learning Stochastic Shortest Path with Linear Function Approximation ICML 2022 Model-Based Reinforcement Learning with Value-Targeted Regression ICML 2020