Author

Mathieu Laurière

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Preprint Aug 2026

Self-fictitious-play for Potential Monotone Ergodic Mean-field Games

We investigate long-time learning in ergodic, potential, monotone mean-field games (MFGs) via a self-fictitious-play (SFP) dynamics coupling an optimally controlled diffusion with a slowly evolving belief. At each time, the state follows the optimal feedback associated with the current belief, while the belief is updat...

Yupeng Bai, Mathieu Laurière, Zhen-Jie Ren et al. · 0 citations