Columbia University; Mila, Université de Montréal; Carnegie Mellon University; DeepMind; Meta AI; Johns Hopkins University
Samuel Sokota, Ryan D'Orazio, Zico Kolter, Nicolas Loizou, Marc Lanctot, Ioannis Mitliagkas, Noam Brown, Christian Kroer
reinforcement learning;quantal response equilibria;two-player zero-sum games;mirror descent;variational inequalities;Nash equilibria;algorithmic game theory;proximal gradient
A Unified Approach to Reinforcement Learning, Quantal Response Equilibria, and Two-Player Zero-Sum Games