Bridging Offline Reinforcement Learning and Imitation Learning: A Tale of Pessimism-Reference-Cited by-同舟云学术

Bridging Offline Reinforcement Learning and Imitation Learning: A Tale of Pessimism

Published:2022-12 Issue:12 Volume:68 Page:8156-8196
ISSN:0018-9448
Container-title:IEEE Transactions on Information Theory
language:
Short-container-title:IEEE Trans. Inform. Theory

Author:

Rashidinejad Paria¹,Zhu Banghua¹^ORCID,Ma Cong²^ORCID,Jiao Jiantao³^ORCID,Russell Stuart¹

Affiliation:

1. Department of Electrical Engineering and Computer Sciences, University of California at Berkeley (UC Berkeley), Berkeley, CA, USA

2. Department of Statistics, The University of Chicago, Chicago, IL, USA

3. Department of Electrical Engineering and Computer Sciences and the Department of Statistics, University of California at Berkeley (UC Berkeley), Berkeley, CA, USA

Funder

Open Philanthropy Foundation

Leverhulme Trust

NSF

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Library and Information Sciences,Computer Science Applications,Information Systems

Link

https://ieeexplore.ieee.org/ielam/18/9961124/9803237-aam.pdf

Reference95 articles.

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2. Way off-policy batch deep reinforcement learning of implicit human preferences in dialog;jaques;arXiv 1907 00456,2019

3. Behavior regularized offline reinforcement learning;wu;arXiv 1911 11361,2019

4. RL unplugged: A suite of benchmarks for offline reinforcement learning;gulcehre;arXiv 2006 13888,2020

5. GenDICE: Generalized offline estimation of stationary values;zhang;Proc Int Conf Learn Represent,2020

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