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Game Plan: What AI can do for Football, and What Football can do for AI


Nov 18, 2020
Karl Tuyls, Shayegan Omidshafiei, Paul Muller, Zhe Wang, Jerome Connor, Daniel Hennes, Ian Graham, William Spearman, Tim Waskett, Dafydd Steele, Pauline Luc, Adria Recasens, Alexandre Galashov, Gregory Thornton, Romuald Elie, Pablo Sprechmann, Pol Moreno, Kris Cao, Marta Garnelo, Praneet Dutta, Michal Valko, Nicolas Heess, Alex Bridgland, Julien Perolat, Bart De Vylder, Ali Eslami, Mark Rowland, Andrew Jaegle, Remi Munos, Trevor Back, Razia Ahamed, Simon Bouton, Nathalie Beauguerlange, Jackson Broshear, Thore Graepel, Demis Hassabis


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Navigating the Landscape of Games


May 04, 2020
Shayegan Omidshafiei, Karl Tuyls, Wojciech M. Czarnecki, Francisco C. Santos, Mark Rowland, Jerome Connor, Daniel Hennes, Paul Muller, Julien Perolat, Bart De Vylder, Audrunas Gruslys, Remi Munos


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From Poincaré Recurrence to Convergence in Imperfect Information Games: Finding Equilibrium via Regularization


Feb 19, 2020
Julien Perolat, Remi Munos, Jean-Baptiste Lespiau, Shayegan Omidshafiei, Mark Rowland, Pedro Ortega, Neil Burch, Thomas Anthony, David Balduzzi, Bart De Vylder, Georgios Piliouras, Marc Lanctot, Karl Tuyls

* 43 pages 

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Hindsight Credit Assignment


Dec 05, 2019
Anna Harutyunyan, Will Dabney, Thomas Mesnard, Mohammad Azar, Bilal Piot, Nicolas Heess, Hado van Hasselt, Greg Wayne, Satinder Singh, Doina Precup, Remi Munos

* NeurIPS 2019 

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Multiagent Evaluation under Incomplete Information


Oct 30, 2019
Mark Rowland, Shayegan Omidshafiei, Karl Tuyls, Julien Perolat, Michal Valko, Georgios Piliouras, Remi Munos


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A Generalized Training Approach for Multiagent Learning


Sep 27, 2019
Paul Muller, Shayegan Omidshafiei, Mark Rowland, Karl Tuyls, Julien Perolat, Siqi Liu, Daniel Hennes, Luke Marris, Marc Lanctot, Edward Hughes, Zhe Wang, Guy Lever, Nicolas Heess, Thore Graepel, Remi Munos


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Neural Replicator Dynamics


Jun 01, 2019
Shayegan Omidshafiei, Daniel Hennes, Dustin Morrill, Remi Munos, Julien Perolat, Marc Lanctot, Audrunas Gruslys, Jean-Baptiste Lespiau, Karl Tuyls


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The Termination Critic


Feb 26, 2019
Anna Harutyunyan, Will Dabney, Diana Borsa, Nicolas Heess, Remi Munos, Doina Precup

* AISTATS 2019 

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The Uncertainty Bellman Equation and Exploration


Oct 22, 2018
Brendan O'Donoghue, Ian Osband, Remi Munos, Volodymyr Mnih


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Actor-Critic Policy Optimization in Partially Observable Multiagent Environments


Oct 21, 2018
Sriram Srinivasan, Marc Lanctot, Vinicius Zambaldi, Julien Perolat, Karl Tuyls, Remi Munos, Michael Bowling

* NIPS 2018 

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IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures


Jun 28, 2018
Lasse Espeholt, Hubert Soyer, Remi Munos, Karen Simonyan, Volodymir Mnih, Tom Ward, Yotam Doron, Vlad Firoiu, Tim Harley, Iain Dunning, Shane Legg, Koray Kavukcuoglu


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Maximum a Posteriori Policy Optimisation


Jun 14, 2018
Abbas Abdolmaleki, Jost Tobias Springenberg, Yuval Tassa, Remi Munos, Nicolas Heess, Martin Riedmiller


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Low-pass Recurrent Neural Networks - A memory architecture for longer-term correlation discovery


May 13, 2018
Thomas Stepleton, Razvan Pascanu, Will Dabney, Siddhant M. Jayakumar, Hubert Soyer, Remi Munos


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A Study on Overfitting in Deep Reinforcement Learning


Apr 20, 2018
Chiyuan Zhang, Oriol Vinyals, Remi Munos, Samy Bengio


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Noisy Networks for Exploration


Feb 15, 2018
Meire Fortunato, Mohammad Gheshlaghi Azar, Bilal Piot, Jacob Menick, Ian Osband, Alex Graves, Vlad Mnih, Remi Munos, Demis Hassabis, Olivier Pietquin, Charles Blundell, Shane Legg

* ICLR 2018 

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Sample Efficient Actor-Critic with Experience Replay


Jul 10, 2017
Ziyu Wang, Victor Bapst, Nicolas Heess, Volodymyr Mnih, Remi Munos, Koray Kavukcuoglu, Nando de Freitas

* 20 pages. Prepared for ICLR 2017 

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Count-Based Exploration with Neural Density Models


Jun 14, 2017
Georg Ostrovski, Marc G. Bellemare, Aaron van den Oord, Remi Munos


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Automated Curriculum Learning for Neural Networks


Apr 10, 2017
Alex Graves, Marc G. Bellemare, Jacob Menick, Remi Munos, Koray Kavukcuoglu


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Combining policy gradient and Q-learning


Apr 07, 2017
Brendan O'Donoghue, Remi Munos, Koray Kavukcuoglu, Volodymyr Mnih


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Learning to reinforcement learn


Jan 23, 2017
Jane X Wang, Zeb Kurth-Nelson, Dhruva Tirumala, Hubert Soyer, Joel Z Leibo, Remi Munos, Charles Blundell, Dharshan Kumaran, Matt Botvinick

* 17 pages, 7 figures, 1 table 

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Unifying Count-Based Exploration and Intrinsic Motivation


Nov 07, 2016
Marc G. Bellemare, Sriram Srinivasan, Georg Ostrovski, Tom Schaul, David Saxton, Remi Munos


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Q($λ$) with Off-Policy Corrections


Aug 11, 2016
Anna Harutyunyan, Marc G. Bellemare, Tom Stepleton, Remi Munos


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Memory-Efficient Backpropagation Through Time


Jun 10, 2016
Audrƫnas Gruslys, Remi Munos, Ivo Danihelka, Marc Lanctot, Alex Graves


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Generalized Emphatic Temporal Difference Learning: Bias-Variance Analysis


Nov 27, 2015
Assaf Hallak, Aviv Tamar, Remi Munos, Shie Mannor

* arXiv admin note: text overlap with arXiv:1508.03411 

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Bounded Regret for Finite-Armed Structured Bandits


Nov 11, 2014
Tor Lattimore, Remi Munos

* 16 pages 

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Active Regression by Stratification


Oct 22, 2014
Sivan Sabato, Remi Munos

* Neural Information Processing Systems, 2014 

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On Minimax Optimal Offline Policy Evaluation


Sep 12, 2014
Lihong Li, Remi Munos, Csaba Szepesvari


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Bandit Algorithms for Tree Search


Aug 09, 2014
Pierre-Arnuad Coquelin, Remi Munos

* Appears in Proceedings of the Twenty-Third Conference on Uncertainty in Artificial Intelligence (UAI2007) 

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Relative Upper Confidence Bound for the K-Armed Dueling Bandit Problem


Dec 17, 2013
Masrour Zoghi, Shimon Whiteson, Remi Munos, Maarten de Rijke

* 13 pages, 6 figures 

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