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Improving Sample Efficiency in Model-Free Reinforcement Learning from Images


Oct 02, 2019
Denis Yarats, Amy Zhang, Ilya Kostrikov, Brandon Amos, Joelle Pineau, Rob Fergus

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Learning Causal State Representations of Partially Observable Environments


Jun 25, 2019
Amy Zhang, Zachary C. Lipton, Luis Pineda, Kamyar Azizzadenesheli, Anima Anandkumar, Laurent Itti, Joelle Pineau, Tommaso Furlanello

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* 16 pages, 11 figures 

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Natural Environment Benchmarks for Reinforcement Learning


Nov 14, 2018
Amy Zhang, Yuxin Wu, Joelle Pineau

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* 12 figures 

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A Dissection of Overfitting and Generalization in Continuous Reinforcement Learning


Jun 25, 2018
Amy Zhang, Nicolas Ballas, Joelle Pineau

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* 20 pages, 16 figures 

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Decoupling Dynamics and Reward for Transfer Learning


May 09, 2018
Amy Zhang, Harsh Satija, Joelle Pineau

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Composable Planning with Attributes


Mar 01, 2018
Amy Zhang, Adam Lerer, Sainbayar Sukhbaatar, Rob Fergus, Arthur Szlam

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Mapping the world population one building at a time


Dec 15, 2017
Tobias G. Tiecke, Xianming Liu, Amy Zhang, Andreas Gros, Nan Li, Gregory Yetman, Talip Kilic, Siobhan Murray, Brian Blankespoor, Espen B. Prydz, Hai-Anh H. Dang

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Building Detection from Satellite Images on a Global Scale


Jul 27, 2017
Amy Zhang, Xianming Liu, Andreas Gros, Tobias Tiecke

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Feedback Neural Network for Weakly Supervised Geo-Semantic Segmentation


Dec 08, 2016
Xianming Liu, Amy Zhang, Tobias Tiecke, Andreas Gros, Thomas S. Huang

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* 9 pages, 4 figures 

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Guess Who Rated This Movie: Identifying Users Through Subspace Clustering


Aug 09, 2014
Amy Zhang, Nadia Fawaz, Stratis Ioannidis, Andrea Montanari

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* Appears in Proceedings of the Twenty-Eighth Conference on Uncertainty in Artificial Intelligence (UAI2012) 

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