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Vector Quantized Models for Planning


Jun 10, 2021
Sherjil Ozair, Yazhe Li, Ali Razavi, Ioannis Antonoglou, Aäron van den Oord, Oriol Vinyals

* ICML 2021 

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Pretrained Encoders are All You Need


Jun 09, 2021
Mina Khan, P Srivatsa, Advait Rane, Shriram Chenniappa, Rishabh Anand, Sherjil Ozair, Pattie Maes


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SketchTransfer: A Challenging New Task for Exploring Detail-Invariance and the Abstractions Learned by Deep Networks


Dec 25, 2019
Alex Lamb, Sherjil Ozair, Vikas Verma, David Ha

* Accepted WACV 2020 

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Unsupervised State Representation Learning in Atari


Jun 26, 2019
Ankesh Anand, Evan Racah, Sherjil Ozair, Yoshua Bengio, Marc-Alexandre Côté, R Devon Hjelm

* v2 fixes references to material in the appendix 

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The Journey is the Reward: Unsupervised Learning of Influential Trajectories


May 22, 2019
Jonathan Binas, Sherjil Ozair, Yoshua Bengio

* ICML'19 ERL Workshop 

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On Variational Bounds of Mutual Information


May 16, 2019
Ben Poole, Sherjil Ozair, Aaron van den Oord, Alexander A. Alemi, George Tucker

* ICML 2019 

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Wasserstein Dependency Measure for Representation Learning


Mar 28, 2019
Sherjil Ozair, Corey Lynch, Yoshua Bengio, Aaron van den Oord, Sergey Levine, Pierre Sermanet


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MINE: Mutual Information Neural Estimation


Jun 07, 2018
Mohamed Ishmael Belghazi, Aristide Baratin, Sai Rajeswar, Sherjil Ozair, Yoshua Bengio, Aaron Courville, R Devon Hjelm

* ICML 2018 
* 19 pages, 6 figures 

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Deep Speech 2: End-to-End Speech Recognition in English and Mandarin


Dec 08, 2015
Dario Amodei, Rishita Anubhai, Eric Battenberg, Carl Case, Jared Casper, Bryan Catanzaro, Jingdong Chen, Mike Chrzanowski, Adam Coates, Greg Diamos, Erich Elsen, Jesse Engel, Linxi Fan, Christopher Fougner, Tony Han, Awni Hannun, Billy Jun, Patrick LeGresley, Libby Lin, Sharan Narang, Andrew Ng, Sherjil Ozair, Ryan Prenger, Jonathan Raiman, Sanjeev Satheesh, David Seetapun, Shubho Sengupta, Yi Wang, Zhiqian Wang, Chong Wang, Bo Xiao, Dani Yogatama, Jun Zhan, Zhenyao Zhu


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Deep Directed Generative Autoencoders


Oct 02, 2014
Sherjil Ozair, Yoshua Bengio


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On the Equivalence Between Deep NADE and Generative Stochastic Networks


Sep 02, 2014
Li Yao, Sherjil Ozair, Kyunghyun Cho, Yoshua Bengio

* ECML/PKDD 2014 

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Generative Adversarial Networks


Jun 10, 2014
Ian J. Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, Yoshua Bengio


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Multimodal Transitions for Generative Stochastic Networks


Jan 24, 2014
Sherjil Ozair, Li Yao, Yoshua Bengio

* 7 figures, 9 pages, submitted to ICLR14 

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