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309 ! Tue, 8/9/2022, 2:00 PM - 3:50 PM CC-152B
Statistical Reinforcement Learning — Invited Papers
Section on Statistical Computing, Section on Statistical Learning and Data Science, IMS
Organizer(s): Will Wei Sun, Purdue University
Chair(s): Will Wei Sun, Purdue University
2:05 PM Settling the Sample Complexity of Model-Based Offline Reinforcement Learning
Yuxin Chen, Princeton University; Yuxin Chen, University of Pennsylvania; Laixi Shi, Carnegie Mellon University; Yuejie Chi, Carnegie Mellon University; Yuting Wei , University of Pennsylvania
2:30 PM Demystifying (Deep) Reinforcement Learning with Optimism and Pessimism
Zhaoran Wang, Northwestern University
2:55 PM Doubly-Robust Estimation for an Optimal Intervention Strategy Under a Markov Decision Process
Owen Leete, Duke University; Eric Laber, Duke University
3:20 PM A Survival Reinforcement Learning Framework and Its Biomedical Applications
Hunyong Cho, University of North Carolina at Chapel Hill; Shannon T. Holloway, North Carolina State University; David J. Couper, University of North Carolina, Chapel Hill; Michael Kosorok, University of North Carolina at Chapel Hill
3:45 PM Floor Discussion