Publications

Conference

Learning Nash Equilibrium for General-Sum Markov Games from Batch Data
Julien Pérolat, Florian Strub, Bilal Piot, Olivier Pietquin
AISTATS 2017

Softened Approximate Policy Iteration for Markov Games
Julien Pérolat, Bilal Piot, Matthieu Geist, Bruno Scherrer, Olivier Pietquin
ICML 2016

On the Use of Non-Stationary Strategies for Solving Two-Player Zero-Sum Markov Games
Julien Pérolat, Bilal Piot, Bruno Scherrer, Olivier Pietquin
AISTATS 2016

Human-Machine Dialogue as a Stochastic Game
Merwan Barlier, Julien Perolat, Romain Laroche, Olivier Pietquin
SIGDIAL 2015

Approximate Dynamic Programming for Two-Player Zero-Sum Markov Games
Julien Pérolat, Bruno Scherrer, Bilal Piot, Olivier Pietquin
ICML 2015

Journal

Generalizing the Wilcoxon rank-sum test for interval data
Julien Perolat, Inés Couso, Kevin Loquin, Olivier Strauss
International Journal of Approximate Reasoning (2015)