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Bart De Vylder

2 accepted papers

2021

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

ICML 2021spotlight

In this paper we investigate the Follow the Regularized Leader dynamics in sequential imperfect information games (IIG). We generalize existing results of Poincar{é} recurrence from normal-form games to zero-sum two-player imperfect information games and other sequential game settings. We then inves…

Cited by 105Source ↗PDF ↗Scholar ↗
2020

Fast computation of Nash Equilibria in Imperfect Information Games

ICML 2020poster

We introduce and analyze a class of algorithms, called Mirror Ascent against an Improved Opponent (MAIO), for computing Nash equilibria in two-player zero-sum games, both in normal form and in sequential form with imperfect information. These algorithms update the policy of each player with a mirror…

Cited by 12Source ↗PDF ↗Scholar ↗