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Learning Correlated Equilibria in Mean-Field Games


Aug 22, 2022
Paul Muller, Romuald Elie, Mark Rowland, Mathieu Lauriere, Julien Perolat, Sarah Perrin, Matthieu Geist, Georgios Piliouras, Olivier Pietquin, Karl Tuyls


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Fast Convergence of Optimistic Gradient Ascent in Network Zero-Sum Extensive Form Games


Jul 18, 2022
Georgios Piliouras, Lillian Ratliff, Ryann Sim, Stratis Skoulakis

* To appear in SAGT 2022 

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Alternating Mirror Descent for Constrained Min-Max Games


Jun 08, 2022
Andre Wibisono, Molei Tao, Georgios Piliouras


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Nash, Conley, and Computation: Impossibility and Incompleteness in Game Dynamics


Mar 26, 2022
Jason Milionis, Christos Papadimitriou, Georgios Piliouras, Kelly Spendlove

* 25 pages 

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Scalable Deep Reinforcement Learning Algorithms for Mean Field Games


Mar 22, 2022
Mathieu Laurière, Sarah Perrin, Sertan Girgin, Paul Muller, Ayush Jain, Theophile Cabannes, Georgios Piliouras, Julien Pérolat, Romuald Élie, Olivier Pietquin, Matthieu Geist


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No-Regret Learning in Games is Turing Complete


Feb 24, 2022
Gabriel P. Andrade, Rafael Frongillo, Georgios Piliouras

* 18 pages, 1 figure 

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Multi-agent Performative Prediction: From Global Stability and Optimality to Chaos


Jan 25, 2022
Georgios Piliouras, Fang-Yi Yu


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Optimal No-Regret Learning in General Games: Bounded Regret with Unbounded Step-Sizes via Clairvoyant MWU


Dec 19, 2021
Georgios Piliouras, Ryann Sim, Stratis Skoulakis

* Constant regret bound of CMWU improved to achieve logarithmic dependence on the number of actions; Fixed minor typos 

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Online Learning in Periodic Zero-Sum Games


Nov 05, 2021
Tanner Fiez, Ryann Sim, Stratis Skoulakis, Georgios Piliouras, Lillian Ratliff

* To appear at NeurIPS 2021 

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