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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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Meta-Dataset: A Dataset of Datasets for Learning to Learn from Few Examples

Mar 07, 2019
Eleni Triantafillou, Tyler Zhu, Vincent Dumoulin, Pascal Lamblin, Kelvin Xu, Ross Goroshin, Carles Gelada, Kevin Swersky, Pierre-Antoine Manzagol, Hugo Larochelle


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Hyperbolic Discounting and Learning over Multiple Horizons

Feb 28, 2019
William Fedus, Carles Gelada, Yoshua Bengio, Marc G. Bellemare, Hugo Larochelle


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Off-Policy Deep Reinforcement Learning by Bootstrapping the Covariate Shift

Jan 27, 2019
Carles Gelada, Marc G. Bellemare

* AAAI 2019 

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Dopamine: A Research Framework for Deep Reinforcement Learning

Dec 14, 2018
Pablo Samuel Castro, Subhodeep Moitra, Carles Gelada, Saurabh Kumar, Marc G. Bellemare


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