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Mastering the Game of Stratego with Model-Free Multiagent Reinforcement Learning



Julien Perolat , Bart de Vylder , Daniel Hennes , Eugene Tarassov , Florian Strub , Vincent de Boer , Paul Muller , Jerome T. Connor , Neil Burch , Thomas Anthony , Stephen McAleer , Romuald Elie , Sarah H. Cen , Zhe Wang , Audrunas Gruslys , Aleksandra Malysheva , Mina Khan , Sherjil Ozair , Finbarr Timbers , Toby Pohlen , Tom Eccles , Mark Rowland , Marc Lanctot , Jean-Baptiste Lespiau , Bilal Piot , Shayegan Omidshafiei , Edward Lockhart , Laurent Sifre , Nathalie Beauguerlange , Remi Munos , David Silver , Satinder Singh , Demis Hassabis , Karl Tuyls


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NeuPL: Neural Population Learning



Siqi Liu , Luke Marris , Daniel Hennes , Josh Merel , Nicolas Heess , Thore Graepel


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Which priors matter? Benchmarking models for learning latent dynamics



Aleksandar Botev , Andrew Jaegle , Peter Wirnsberger , Daniel Hennes , Irina Higgins


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Evolutionary Dynamics and $Φ$-Regret Minimization in Games



Georgios Piliouras , Mark Rowland , Shayegan Omidshafiei , Romuald Elie , Daniel Hennes , Jerome Connor , Karl Tuyls


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Time-series Imputation of Temporally-occluded Multiagent Trajectories



Shayegan Omidshafiei , Daniel Hennes , Marta Garnelo , Eugene Tarassov , Zhe Wang , Romuald Elie , Jerome T. Connor , Paul Muller , Ian Graham , William Spearman , Karl Tuyls


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From Motor Control to Team Play in Simulated Humanoid Football



Siqi Liu , Guy Lever , Zhe Wang , Josh Merel , S. M. Ali Eslami , Daniel Hennes , Wojciech M. Czarnecki , Yuval Tassa , Shayegan Omidshafiei , Abbas Abdolmaleki , Noah Y. Siegel , Leonard Hasenclever , Luke Marris , Saran Tunyasuvunakool , H. Francis Song , Markus Wulfmeier , Paul Muller , Tuomas Haarnoja , Brendan D. Tracey , Karl Tuyls , Thore Graepel , Nicolas Heess


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



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



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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OpenSpiel: A Framework for Reinforcement Learning in Games



Marc Lanctot , Edward Lockhart , Jean-Baptiste Lespiau , Vinicius Zambaldi , Satyaki Upadhyay , Julien Pérolat , Sriram Srinivasan , Finbarr Timbers , Karl Tuyls , Shayegan Omidshafiei , Daniel Hennes , Dustin Morrill , Paul Muller , Timo Ewalds , Ryan Faulkner , János Kramár , Bart De Vylder , Brennan Saeta , James Bradbury , David Ding , Sebastian Borgeaud , Matthew Lai , Julian Schrittwieser , Thomas Anthony , Edward Hughes , Ivo Danihelka , Jonah Ryan-Davis


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A Generalized Training Approach for Multiagent Learning



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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