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Picture for Valentin Thomas

Beyond variance reduction: Understanding the true impact of baselines on policy optimization


Aug 31, 2020
Wesley Chung, Valentin Thomas, Marlos C. Machado, Nicolas Le Roux


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Information matrices and generalization


Jun 18, 2019
Valentin Thomas, Fabian Pedregosa, Bart van Merriënboer, Pierre-Antoine Mangazol, Yoshua Bengio, Nicolas Le Roux


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Disentangling the independently controllable factors of variation by interacting with the world


Feb 26, 2018
Valentin Thomas, Emmanuel Bengio, William Fedus, Jules Pondard, Philippe Beaudoin, Hugo Larochelle, Joelle Pineau, Doina Precup, Yoshua Bengio

* Presented at NIPS 2017 Learning Disentangling Representations Workshop 

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Independently Controllable Factors


Aug 25, 2017
Valentin Thomas, Jules Pondard, Emmanuel Bengio, Marc Sarfati, Philippe Beaudoin, Marie-Jean Meurs, Joelle Pineau, Doina Precup, Yoshua Bengio


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Independently Controllable Features


Mar 22, 2017
Emmanuel Bengio, Valentin Thomas, Joelle Pineau, Doina Precup, Yoshua Bengio

* RLDM submission 

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