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PyTorch: An Imperative Style, High-Performance Deep Learning Library

Dec 03, 2019
Adam Paszke, Sam Gross, Francisco Massa, Adam Lerer, James Bradbury, Gregory Chanan, Trevor Killeen, Zeming Lin, Natalia Gimelshein, Luca Antiga, Alban Desmaison, Andreas Köpf, Edward Yang, Zach DeVito, Martin Raison, Alykhan Tejani, Sasank Chilamkurthy, Benoit Steiner, Lu Fang, Junjie Bai, Soumith Chintala

* 12 pages, 3 figures, NeurIPS 2019 

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Growing Action Spaces

Jun 28, 2019
Gregory Farquhar, Laura Gustafson, Zeming Lin, Shimon Whiteson, Nicolas Usunier, Gabriel Synnaeve


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Forward Modeling for Partial Observation Strategy Games - A StarCraft Defogger

Nov 30, 2018
Gabriel Synnaeve, Zeming Lin, Jonas Gehring, Dan Gant, Vegard Mella, Vasil Khalidov, Nicolas Carion, Nicolas Usunier

* Advances in Neural Information Processing Systems 31 (2018) 10759-10770 

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Value Propagation Networks

May 28, 2018
Nantas Nardelli, Gabriel Synnaeve, Zeming Lin, Pushmeet Kohli, Philip H. S. Torr, Nicolas Usunier


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Intrinsic Motivation and Automatic Curricula via Asymmetric Self-Play

Apr 27, 2018
Sainbayar Sukhbaatar, Zeming Lin, Ilya Kostrikov, Gabriel Synnaeve, Arthur Szlam, Rob Fergus

* Published in ICLR 2018 

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STARDATA: A StarCraft AI Research Dataset

Aug 07, 2017
Zeming Lin, Jonas Gehring, Vasil Khalidov, Gabriel Synnaeve

* To be presented at AIIDE17 

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DeepCloak: Masking Deep Neural Network Models for Robustness Against Adversarial Samples

Apr 17, 2017
Ji Gao, Beilun Wang, Zeming Lin, Weilin Xu, Yanjun Qi

* adversarial samples, deep neural network 

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Episodic Exploration for Deep Deterministic Policies: An Application to StarCraft Micromanagement Tasks

Nov 26, 2016
Nicolas Usunier, Gabriel Synnaeve, Zeming Lin, Soumith Chintala

* 18 pages, 1 figure (2 plots), 2 tables 

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TorchCraft: a Library for Machine Learning Research on Real-Time Strategy Games

Nov 03, 2016
Gabriel Synnaeve, Nantas Nardelli, Alex Auvolat, Soumith Chintala, Timothée Lacroix, Zeming Lin, Florian Richoux, Nicolas Usunier


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Deep Motif: Visualizing Genomic Sequence Classifications

Jun 02, 2016
Jack Lanchantin, Ritambhara Singh, Zeming Lin, Yanjun Qi

* 5 pages; 3 figures ; deep learning ; genomic sequence classification; understanding deep models 

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MUST-CNN: A Multilayer Shift-and-Stitch Deep Convolutional Architecture for Sequence-based Protein Structure Prediction

May 10, 2016
Zeming Lin, Jack Lanchantin, Yanjun Qi

* 8 pages ; 3 figures ; deep learning based sequence-sequence prediction. in AAAI 2016 

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