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unknown transition

6 papers

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regret bound (5) bandit feedback (5) reinforcement learning (3) stochastic shortest path (2) linear function approximation (2) markov decision process (2) online learning (2) least squares estimation (1) model-based rl (1) adversarial markov decision process (1)

Papers

Dynamic Regret of Adversarial MDPs with Unknown Transition and Linear Function Approximation AAAI 2024 Improved Algorithm for Adversarial Linear Mixture MDPs with Bandit Feedback and Unknown Transition AISTATS 2024 Provably Efficient Reinforcement Learning for Adversarial Restless Multi-Armed Bandits with Unknown Transitions and Bandit Feedback ICML 2024 Finding the Stochastic Shortest Path with Low Regret: the Adversarial Cost and Unknown Transition Case ICML 2021 Learning Adversarial Markov Decision Processes with Bandit Feedback and Unknown Transition ICML 2020 Online Stochastic Shortest Path with Bandit Feedback and Unknown Transition Function NeurIPS 2019