[PDF][PDF] Learning mean field games: A survey

M Laurière, S Perrin, M Geist… - arXiv preprint arXiv …, 2022 - researchgate.net
Non-cooperative and cooperative games with a very large number of players have many
applications but remain generally intractable when the number of players increases …

Unified continuous-time q-learning for mean-field game and mean-field control problems

X Wei, X Yu, F Yuan - arXiv preprint arXiv:2407.04521, 2024 - arxiv.org
This paper studies the continuous-time q-learning in the mean-field jump-diffusion models
from the representative agent's perspective. To overcome the challenge when the …

How can the tragedy of the commons be prevented?: Introducing Linear Quadratic Mixed Mean Field Games

G Dayanikli, M Lauriere - arXiv preprint arXiv:2409.08235, 2024 - arxiv.org
In a regular mean field game (MFG), the agents are assumed to be insignificant, they do not
realize their effect on the population level and this may result in a phenomenon coined as …