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The Importance of Pessimism in Fixed-Dataset Policy Optimization

Oct 04, 2020
Jacob Buckman, Carles Gelada, Marc G. Bellemare


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DeepMDP: Learning Continuous Latent Space Models for Representation Learning

Jun 06, 2019
Carles Gelada, Saurabh Kumar, Jacob Buckman, Ofir Nachum, Marc G. Bellemare

* 13 pages main text, 16 pages appendix. ICML 2019 

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Sample-Efficient Reinforcement Learning with Stochastic Ensemble Value Expansion

Jul 04, 2018
Jacob Buckman, Danijar Hafner, George Tucker, Eugene Brevdo, Honglak Lee


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Is Generator Conditioning Causally Related to GAN Performance?

Jun 19, 2018
Augustus Odena, Jacob Buckman, Catherine Olsson, Tom B. Brown, Christopher Olah, Colin Raffel, Ian Goodfellow


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Neural Lattice Language Models

Mar 13, 2018
Jacob Buckman, Graham Neubig


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