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Continual Learning of Control Primitives: Skill Discovery via Reset-Games

Nov 10, 2020
Kelvin Xu, Siddharth Verma, Chelsea Finn, Sergey Levine

* To appear at NeurIPS 2020 

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Meta-Dataset: A Dataset of Datasets for Learning to Learn from Few Examples

Mar 07, 2019
Eleni Triantafillou, Tyler Zhu, Vincent Dumoulin, Pascal Lamblin, Kelvin Xu, Ross Goroshin, Carles Gelada, Kevin Swersky, Pierre-Antoine Manzagol, Hugo Larochelle


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Learning a Prior over Intent via Meta-Inverse Reinforcement Learning

Oct 10, 2018
Kelvin Xu, Ellis Ratner, Anca Dragan, Sergey Levine, Chelsea Finn


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Probabilistic Model-Agnostic Meta-Learning

Jun 07, 2018
Chelsea Finn, Kelvin Xu, Sergey Levine

* First two authors contributed equally. Supplementary results available at https://sites.google.com/view/probabilistic-maml/ 

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Trust-PCL: An Off-Policy Trust Region Method for Continuous Control

Feb 22, 2018
Ofir Nachum, Mohammad Norouzi, Kelvin Xu, Dale Schuurmans

* ICLR 2018 

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Bridging the Gap Between Value and Policy Based Reinforcement Learning

Nov 22, 2017
Ofir Nachum, Mohammad Norouzi, Kelvin Xu, Dale Schuurmans

* NIPS 2017 

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Unsupervised Perceptual Rewards for Imitation Learning

Jun 12, 2017
Pierre Sermanet, Kelvin Xu, Sergey Levine


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An Actor-Critic Algorithm for Sequence Prediction

Mar 03, 2017
Dzmitry Bahdanau, Philemon Brakel, Kelvin Xu, Anirudh Goyal, Ryan Lowe, Joelle Pineau, Aaron Courville, Yoshua Bengio


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Theano: A Python framework for fast computation of mathematical expressions

May 09, 2016
The Theano Development Team, Rami Al-Rfou, Guillaume Alain, Amjad Almahairi, Christof Angermueller, Dzmitry Bahdanau, Nicolas Ballas, Frédéric Bastien, Justin Bayer, Anatoly Belikov, Alexander Belopolsky, Yoshua Bengio, Arnaud Bergeron, James Bergstra, Valentin Bisson, Josh Bleecher Snyder, Nicolas Bouchard, Nicolas Boulanger-Lewandowski, Xavier Bouthillier, Alexandre de Brébisson, Olivier Breuleux, Pierre-Luc Carrier, Kyunghyun Cho, Jan Chorowski, Paul Christiano, Tim Cooijmans, Marc-Alexandre Côté, Myriam Côté, Aaron Courville, Yann N. Dauphin, Olivier Delalleau, Julien Demouth, Guillaume Desjardins, Sander Dieleman, Laurent Dinh, Mélanie Ducoffe, Vincent Dumoulin, Samira Ebrahimi Kahou, Dumitru Erhan, Ziye Fan, Orhan Firat, Mathieu Germain, Xavier Glorot, Ian Goodfellow, Matt Graham, Caglar Gulcehre, Philippe Hamel, Iban Harlouchet, Jean-Philippe Heng, Balázs Hidasi, Sina Honari, Arjun Jain, Sébastien Jean, Kai Jia, Mikhail Korobov, Vivek Kulkarni, Alex Lamb, Pascal Lamblin, Eric Larsen, César Laurent, Sean Lee, Simon Lefrancois, Simon Lemieux, Nicholas Léonard, Zhouhan Lin, Jesse A. Livezey, Cory Lorenz, Jeremiah Lowin, Qianli Ma, Pierre-Antoine Manzagol, Olivier Mastropietro, Robert T. McGibbon, Roland Memisevic, Bart van Merriënboer, Vincent Michalski, Mehdi Mirza, Alberto Orlandi, Christopher Pal, Razvan Pascanu, Mohammad Pezeshki, Colin Raffel, Daniel Renshaw, Matthew Rocklin, Adriana Romero, Markus Roth, Peter Sadowski, John Salvatier, François Savard, Jan Schlüter, John Schulman, Gabriel Schwartz, Iulian Vlad Serban, Dmitriy Serdyuk, Samira Shabanian, Étienne Simon, Sigurd Spieckermann, S. Ramana Subramanyam, Jakub Sygnowski, Jérémie Tanguay, Gijs van Tulder, Joseph Turian, Sebastian Urban, Pascal Vincent, Francesco Visin, Harm de Vries, David Warde-Farley, Dustin J. Webb, Matthew Willson, Kelvin Xu, Lijun Xue, Li Yao, Saizheng Zhang, Ying Zhang

* 19 pages, 5 figures 

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Show, Attend and Tell: Neural Image Caption Generation with Visual Attention

Apr 19, 2016
Kelvin Xu, Jimmy Ba, Ryan Kiros, Kyunghyun Cho, Aaron Courville, Ruslan Salakhutdinov, Richard Zemel, Yoshua Bengio


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A Controller-Recognizer Framework: How necessary is recognition for control?

Feb 09, 2016
Marcin Moczulski, Kelvin Xu, Aaron Courville, Kyunghyun Cho


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On Using Monolingual Corpora in Neural Machine Translation

Jun 12, 2015
Caglar Gulcehre, Orhan Firat, Kelvin Xu, Kyunghyun Cho, Loic Barrault, Huei-Chi Lin, Fethi Bougares, Holger Schwenk, Yoshua Bengio

* 9 pages, 2 figures 

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