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Reinforcement Learning in Latent Heterogeneous Environments

https://doi.org/10.2139/ssrn.4694618
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Statistical Inference of the Value Function for Reinforcement Learning in Infinite-Horizon Settings
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Partially Observable Markov Decision Processes and Robotics
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Variable Selection via Nonconcave Penalized Likelihood and its Oracle Properties
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Statistical Foundations of Data Science
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Nearly unbiased variable selection under minimax concave penalty
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Discretizing Unobserved Heterogeneity
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Homogeneity in Regression
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Doubly Robust Off-policy Value Evaluation for Reinforcement Learning
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A Reinforcement Learning Approach to Weaning of Mechanical Ventilation in Intensive Care Units
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Statistics and Samples in Distributional Reinforcement Learning
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Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems
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Structured World Belief for Reinforcement Learning in POMDP
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