Playlist: 19 videos

Reinforcement Learning from Batch Data and Simulation

0:35:25

Online Learning with A Lot of Batch Data

Shie Mannor (Technion & NVIDIA)
https://simons.berkeley.edu/talks/tbd-234
Reinforcement Learning from Batch Data and Simulation
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0:30:11

Learning Multi-Agent Collaborations With Decomposition

Yuandong Tian (Facebook AI Research)
https://simons.berkeley.edu/talks/tbd-235
Reinforcement Learning from Batch Data and Simulation
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0:44:11

Beyond Worst-Case: Instance-Dependent Optimality in Reinforcement Learning

Martin Wainwright (UC Berkeley)
https://simons.berkeley.edu/talks/tbd-236
Reinforcement Learning from Batch Data and Simulation
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0:26:25

An Equivalence between Loss Functions and Non-Uniform Sampling in Experience Replay

Doina Precup (McGill University)
https://simons.berkeley.edu/talks/tbd-237
Reinforcement Learning from Batch Data and Simulation
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0:41:1

Confident Off-policy Evaluation and Selection through Self-Normalized Importance Weighting

Ilja Kuzborskij (DeepMind)
https://simons.berkeley.edu/talks/tbd-238
Reinforcement Learning from Batch Data and Simulation
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0:32:40

Robust Learning of Stochastic Dynamical Systems

Munther Dahleh (MIT)
https://simons.berkeley.edu/talks/tbd-239
Reinforcement Learning from Batch Data and Simulation
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0:32:15

Monte Carlo Sampling Approach to Solving Stochastic Multistage Programs

Alex Shapiro (Georgia Tech)
https://simons.berkeley.edu/talks/tbd-240
Reinforcement Learning from Batch Data and Simulation
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0:41:46

Reinforcement Learning using Generative Models for Continuous State and Action Space Systems

Rahul Jain (USC)
https://simons.berkeley.edu/talks/tbd-241
Reinforcement Learning from Batch Data and Simulation
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0:31:21

Batch Value-function Approximation with Only Realizability

Nan Jiang (University of Illinois at Urbana-Champaign)
https://simons.berkeley.edu/talks/tbd-242
Reinforcement Learning from Batch Data and Simulation
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0:33:51

Uniform Offline Policy Evaluation and Offline Learning in Tabular RL

Yu-Xiang Wang (UC Santa Barbara)
https://simons.berkeley.edu/talks/tbd-243
Reinforcement Learning from Batch Data and Simulation
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