Learning mean field games: A survey

M Laurière, S Perrin, M Geist, O Pietquin - arXiv preprint arXiv:2205.12944, 2022 - arxiv.org
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 …

[图书][B] A probabilistic approach to classical solutions of the master equation for large population equilibria

JF Chassagneux, D Crisan, F Delarue - 2022 - ams.org
We analyze a class of nonlinear partial differential equations (PDEs) defined on $\mathbb
{R}^ d\times\mathcal {P} _2 (\mathbb {R}^ d), $ where $\mathcal {P} _2 (\mathbb {R}^ d) $ is …

On the convergence of closed-loop Nash equilibria to the mean field game limit

D Lacker - The Annals of Applied Probability, 2020 - JSTOR
This paper continues the study of the mean field game (MFG) convergence problem: In what
sense do the Nash equilibria of n-player stochastic differential games converge to the mean …

An introduction to mean field game theory

Y Achdou, P Cardaliaguet, F Delarue, A Porretta… - Mean Field Games …, 2020 - Springer
These notes are an introduction to Mean Field Game (MFG) theory, which models differential
games involving infinitely many interacting players. We focus here on the Partial Differential …

From the master equation to mean field game limit theory: a central limit theorem

F Delarue, D Lacker, K Ramanan - 2019 - projecteuclid.org
Mean field games (MFGs) describe the limit, as n tends to infinity, of stochastic differential
games with n players interacting with one another through their common empirical …

FROM THE MASTER EQUATION TO MEAN FIELD GAME LIMIT THEORY

F Delarue, D Lacker, K Ramanan - The Annals of Probability, 2020 - JSTOR
We study a sequence of symmetric n-player stochastic differential games driven by both
idiosyncratic and common sources of noise, in which players interact with each other …

On the convergence problem in mean field games: a two state model without uniqueness

A Cecchin, PD Pra, M Fischer, G Pelino - SIAM Journal on Control and …, 2019 - SIAM
We consider N-player and mean field games in continuous time over a finite horizon, where
the position of each agent belongs to {-1,1\}. If there is uniqueness of mean field game …

Finite state mean field games with Wright–Fisher common noise

E Bayraktar, A Cecchin, A Cohen, F Delarue - Journal de Mathématiques …, 2021 - Elsevier
We force uniqueness in finite state mean field games by adding a Wright–Fisher common
noise. We achieve this by analyzing the master equation of this game, which is a degenerate …

Closed-loop convergence for mean field games with common noise

D Lacker, L Le Flem - The Annals of Applied Probability, 2023 - projecteuclid.org
This paper studies the convergence problem for mean field games with common noise. We
define a suitable notion of weak mean field equilibria, which we prove captures all …

Applications of mean field games in financial engineering and economic theory

R Carmona - arXiv preprint arXiv:2012.05237, 2020 - arxiv.org
This is an expanded version of the lecture given at the AMS Short Course on Mean Field
Games, on January 13, 2020 in Denver CO. The assignment was to discuss applications of …