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Efficient Transformers in Reinforcement Learning using Actor-Learner Distillation


Apr 04, 2021
Emilio Parisotto, Ruslan Salakhutdinov

* Published at ICLR 2021 

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On Proximal Policy Optimization's Heavy-tailed Gradients


Feb 20, 2021
Saurabh Garg, Joshua Zhanson, Emilio Parisotto, Adarsh Prasad, J. Zico Kolter, Sivaraman Balakrishnan, Zachary C. Lipton, Ruslan Salakhutdinov, Pradeep Ravikumar

* Pre-print 

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Stabilizing Transformers for Reinforcement Learning


Oct 13, 2019
Emilio Parisotto, H. Francis Song, Jack W. Rae, Razvan Pascanu, Caglar Gulcehre, Siddhant M. Jayakumar, Max Jaderberg, Raphael Lopez Kaufman, Aidan Clark, Seb Noury, Matthew M. Botvinick, Nicolas Heess, Raia Hadsell


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Efficient Exploration via State Marginal Matching


Jun 12, 2019
Lisa Lee, Benjamin Eysenbach, Emilio Parisotto, Eric Xing, Sergey Levine, Ruslan Salakhutdinov

* Videos and code: https://sites.google.com/view/state-marginal-matching 

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Concurrent Meta Reinforcement Learning


Mar 07, 2019
Emilio Parisotto, Soham Ghosh, Sai Bhargav Yalamanchi, Varsha Chinnaobireddy, Yuhuai Wu, Ruslan Salakhutdinov


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The Hanabi Challenge: A New Frontier for AI Research


Feb 01, 2019
Nolan Bard, Jakob N. Foerster, Sarath Chandar, Neil Burch, Marc Lanctot, H. Francis Song, Emilio Parisotto, Vincent Dumoulin, Subhodeep Moitra, Edward Hughes, Iain Dunning, Shibl Mourad, Hugo Larochelle, Marc G. Bellemare, Michael Bowling

* 37 pages, 5 figures, submitted to Artificial Intelligence 

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Gated Path Planning Networks


Jun 17, 2018
Lisa Lee, Emilio Parisotto, Devendra Singh Chaplot, Eric Xing, Ruslan Salakhutdinov

* ICML 2018 

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Global Pose Estimation with an Attention-based Recurrent Network


Feb 19, 2018
Emilio Parisotto, Devendra Singh Chaplot, Jian Zhang, Ruslan Salakhutdinov

* First two authors contributed equally 

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Active Neural Localization


Jan 24, 2018
Devendra Singh Chaplot, Emilio Parisotto, Ruslan Salakhutdinov

* Under Review at ICLR-18, 15 pages, 7 figures 

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Neural Map: Structured Memory for Deep Reinforcement Learning


Feb 27, 2017
Emilio Parisotto, Ruslan Salakhutdinov


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Neuro-Symbolic Program Synthesis


Nov 06, 2016
Emilio Parisotto, Abdel-rahman Mohamed, Rishabh Singh, Lihong Li, Dengyong Zhou, Pushmeet Kohli


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Generating Images from Captions with Attention


Feb 29, 2016
Elman Mansimov, Emilio Parisotto, Jimmy Lei Ba, Ruslan Salakhutdinov

* Published as a conference paper at ICLR 2016 

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Actor-Mimic: Deep Multitask and Transfer Reinforcement Learning


Feb 22, 2016
Emilio Parisotto, Jimmy Lei Ba, Ruslan Salakhutdinov

* Accepted as a conference paper at ICLR 2016 

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