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Robust Offline Reinforcement Learning with Heavy-Tailed Rewards.

, , , , and . AISTATS, volume 238 of Proceedings of Machine Learning Research, page 541-549. PMLR, (2024)

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A Multi-Agent Reinforcement Learning Framework for Off-Policy Evaluation in Two-sided Markets., , , , , and . CoRR, (2022)Testing for the Markov Property in Time Series via Deep Conditional Generative Learning., , , and . CoRR, (2023)Statistically Efficient Advantage Learning for Offline Reinforcement Learning in Infinite Horizons., , , and . CoRR, (2022)Pattern Transfer Learning for Reinforcement Learning in Order Dispatching., , , , and . CoRR, (2021)An Online Sequential Test for Qualitative Treatment Effects., , , and . J. Mach. Learn. Res., (2021)An Instrumental Variable Approach to Confounded Off-Policy Evaluation., , , , and . ICML, volume 202 of Proceedings of Machine Learning Research, page 38848-38880. PMLR, (2023)Optimizing Pessimism in Dynamic Treatment Regimes: A Bayesian Learning Approach., , , and . AISTATS, volume 206 of Proceedings of Machine Learning Research, page 6704-6721. PMLR, (2023)Jump Interval-Learning for Individualized Decision Making with Continuous Treatments., , , and . J. Mach. Learn. Res., (2023)Reinforcement Learning in Possibly Nonstationary Environments., , , and . CoRR, (2022)Policy Evaluation for Temporal and/or Spatial Dependent Experiments in Ride-sourcing Platforms., , , , , and . CoRR, (2022)