multiagent learning algorithms

ICML
2010
IEEE

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Multi-agent Learning Experiments on Repeated Matrix Games

14 years 1 months ago

This paper experimentally evaluates multiagent learning algorithms playing repeated matrix games to maximize their cumulative return. Previous works assessed that Qlearning surpas...

Bruno Bouzy, Marc Métivier

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ICML
2003
IEEE

156views Machine Learning» more ICML 2003»

AWESOME: A General Multiagent Learning Algorithm that Converges in Self-Play and Learns a Best Response Against Stationary Oppon

15 years 1 months ago

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A satisfactory multiagent learning algorithm should, at a minimum, learn to play optimally against stationary opponents and converge to a Nash equilibrium in self-play. The algori...

Vincent Conitzer, Tuomas Sandholm

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