Policy Optimization in Zero-Sum Markov Games: Fictitious Self-Play Provably Attains Nash Equilibria

1 Jan 2021 Anonymous

Fictitious Self-Play (FSP) has achieved significant empirical success in solving extensive-form games. However, from a theoretical perspective, it remains unknown whether FSP is guaranteed to converge to Nash equilibria in Markov games... (read more)

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METHOD TYPE
PPO
Policy Gradient Methods
Entropy Regularization
Regularization