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Learning how to Interact with a Complex Interface using Hierarchical Reinforcement Learning


Apr 21, 2022
Gheorghe Comanici , Amelia Glaese , Anita Gergely , Daniel Toyama , Zafarali Ahmed , Tyler Jackson , Philippe Hamel , Doina Precup


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The Option Keyboard: Combining Skills in Reinforcement Learning


Jun 24, 2021
André Barreto , Diana Borsa , Shaobo Hou , Gheorghe Comanici , Eser Aygün , Philippe Hamel , Daniel Toyama , Jonathan Hunt , Shibl Mourad , David Silver , Doina Precup

* Published at NeurIPS 2019 

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AndroidEnv: A Reinforcement Learning Platform for Android


May 27, 2021
Daniel Toyama , Philippe Hamel , Anita Gergely , Gheorghe Comanici , Amelia Glaese , Zafarali Ahmed , Tyler Jackson , Shibl Mourad , Doina Precup


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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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Large-Scale Music Annotation and Retrieval: Learning to Rank in Joint Semantic Spaces


May 26, 2011
Jason Weston , Samy Bengio , Philippe Hamel


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