Robuta

https://openreview.net/forum?id=VYY5sG4EMm Policy Gradient Methods Converge Globally in Imperfect-Information Extensive-Form Games | OpenReview Multi-agent reinforcement learning (MARL) has long been seen as inseparable from Markov games (Littman 1994). Yet, the most remarkable achievements of... extensive form gamespolicy gradient https://deepai.org/publication/polynomial-time-optimal-equilibria-with-a-mediator-in-extensive-form-games Polynomial-Time Optimal Equilibria with a Mediator in Extensive-Form Games | DeepAI Jun 30, 2022 - 06/30/22 - For common notions of correlated equilibrium in extensive-form games, computing an optimal (e.g., welfare-maximizing) equilibrium ... extensive form gamespolynomial time https://openreview.net/forum?id=JzWtqd9CGJ Efficient Last-Iterate Convergence in Solving Extensive-Form Games | OpenReview To establish last-iterate convergence for Counterfactual Regret Minimization (CFR) algorithms in learning a Nash equilibrium (NE) of extensive-form games... extensive form gamesefficientlastiterateconvergence https://openreview.net/forum?id=HU2uyDjAcy&referrer=%5BAuthor%20Console%5D(%2Fgroup%3Fid%3DNeurIPS.cc%2F2024%2FConference%2FAuthors%23your-submissions) Local and Adaptive Mirror Descents in Extensive-Form Games | OpenReview We study how to learn $\epsilon$-optimal strategies in zero-sum imperfect information games (IIG) with *trajectory feedback*. In this setting, players update... extensive form gameslocaladaptivemirroropenreview https://deepai.org/publication/block-coordinate-methods-and-restarting-for-solving-extensive-form-games Block-Coordinate Methods and Restarting for Solving Extensive-Form Games | DeepAI Jul 31, 2023 - 07/31/23 - Coordinate descent methods are popular in machine learning and optimization for their simple sparse updates and excellent practica... extensive form gamesblockcoordinatemethodsrestarting https://deepai.org/publication/team-correlated-equilibria-in-zero-sum-extensive-form-games-via-tree-decompositions Team Correlated Equilibria in Zero-Sum Extensive-Form Games via Tree Decompositions | DeepAI Sep 11, 2021 - 09/11/21 - Despite the many recent practical and theoretical breakthroughs in computational game theory, equilibrium finding in extensive-for... extensive form games