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This paper addresses the crucial question of solution uniqueness in stationary first-order Mean-Field Games (MFGs). Despite well-established existence results, establishing uniqueness, particularly for weaker solutions in the sense of…

偏微分方程分析 · 数学 2025-02-28 Rita Ferreira , Diogo Gomes , Vardan Voskanyan

We study Mean Field Games (MFGs) driven by a large class of nonlocal, fractional and anomalous diffusions in the whole space. These non-Gaussian diffusions are pure jump L\'evy processes with some $\sigma$-stable like behaviour. Included…

偏微分方程分析 · 数学 2021-03-10 Olav Ersland , Espen Robstad Jakobsen

The aim of this paper is to study the long time behavior of solutions to deterministic mean field games systems on Euclidean space. This problem was addressed on the torus ${\mathbb T}^n$ in [P. Cardaliaguet, {\it Long time average of first…

最优化与控制 · 数学 2019-12-11 Piermarco Cannarsa , Wei Cheng , Cristian Mendico , Kaizhi Wang

An iterative finite difference scheme for mean field games (MFGs) is proposed. The target MFGs are derived from control problems for multidimensional systems with advection terms. For such MFGs, linearization using the Cole-Hopf…

最优化与控制 · 数学 2023-04-26 Daisuke Inoue , Yuji Ito , Takahito Kashiwabara , Norikazu Saito , Hiroaki Yoshida

Here, we develop numerical methods for finite-state mean-field games (MFGs) that satisfy a monotonicity condition. MFGs are determined by a system of differential equations with initial and terminal boundary conditions. These non-standard…

数值分析 · 数学 2017-05-02 Diogo Gomes , Joao Saude

In this paper, we study two kinds of inverse problems for Mean Field Games (MFGs) with common noise. Our focus is on MFGs described by a coupled system of stochastic Hamilton-Jacobi-Bellman and Fokker-Planck equations. Firstly, we establish…

偏微分方程分析 · 数学 2024-12-12 Qi Lü , Zhonghua Liao

In this paper, we prove the existence of classical solutions for time dependent mean-field games with a logarithmic nonlinearity and subquadratic Hamiltonians. Because the logarithm is unbounded from below, this nonlinearity poses…

偏微分方程分析 · 数学 2015-02-27 Diogo Aguiar Gomes , Edgard Almeida Pimentel

This chapter examines monotonicity techniques in the theory of mean-field games(MFGs). Originally, monotonicity ideas were used to establish the uniqueness of solutions for MFGs. Later, monotonicity methods and monotone operators were…

偏微分方程分析 · 数学 2025-02-28 Rita Ferreira , Diogo Gomes , Teruo Tada

Motivated by mean-field games (MFG) with common noise on the one hand and pathwise stochastic control theory on the other, we formulate here a linear-quadratic (LQ) MFG with rough common noise, along with a satisfactory well-posedness…

This paper is concerned with extending the notion of monotone solution to the mean field game (MFG) master equation to situations in which the coefficients are displacement monotone, instead of the previously introduced notion in the flat…

偏微分方程分析 · 数学 2025-09-08 Charles Meynard

This paper studies the convergence of mean field games with finite state space to mean field games with a continuous state space. We examine a space discretization of a diffusive dynamics, which is reminiscent of the Markov chain…

最优化与控制 · 数学 2024-01-18 Charles Bertucci , Alekos Cecchin

In this paper we study the long time behaviour of mean field games systems with fractional diffusion, modeling the case that the individual dynamics of the players is driven by independent jump processes and controlled through the drift…

偏微分方程分析 · 数学 2025-05-12 Olav Ersland , Espen Robstad Jakobsen , Alessio Porretta

In this paper, we investigate the existence and uniqueness of solutions to a stationary mean field game model introduced by J.-M. Lasry and P.-L. Lions. This model features a quadratic Hamiltonian with possibly singular congestion effects.…

偏微分方程分析 · 数学 2014-08-01 Diogo A. Gomes , Hiroyoshi Mitake

We derive necessary optimality conditions for minimizers of regular functionals in the calculus of variations under smooth state constraints. In the literature, this classical problem is widely investigated. The novelty of our result lies…

最优化与控制 · 数学 2018-06-26 Piermarco Cannarsa , Rossana Capuani , Pierre Cardaliaguet

This paper establishes the existence of relaxed solutions to mean field games (MFGs for short) with singular controls. We also prove approximations of solutions results for a particular class of MFGs with singular controls by solutions,…

最优化与控制 · 数学 2017-08-04 Guanxing Fu , Ulrich Horst

In this work, we study the contraction conditions of iterative algorithms for stationary and finite-horizon discrete-time regularized mean-field games (MFGs) with multiple populations, where each population only interacts with the state…

最优化与控制 · 数学 2026-05-26 Uğur Aydın , Tamer Başar

We study the regularity and long time behavior of the one-dimensional, local, first-order mean field games system and the planning problem, assuming a Hamiltonian of superlinear growth, with a non-separated, strictly monotone dependence on…

偏微分方程分析 · 数学 2023-01-18 Nikiforos Mimikos-Stamatopoulos , Sebastian Munoz

We demonstrate the versatility of mean-field games (MFGs) as a mathematical framework for explaining, enhancing, and designing generative models. In generative flows, a Lagrangian formulation is used where each particle (generated sample)…

机器学习 · 统计学 2023-10-25 Benjamin J. Zhang , Markos A. Katsoulakis

Mean-field games (MFGs) are a modeling framework for systems with a large number of interacting agents. They have applications in economics, finance, and game theory. Normalizing flows (NFs) are a family of deep generative models that…

最优化与控制 · 数学 2023-05-24 Han Huang , Jiajia Yu , Jie Chen , Rongjie Lai

We develop the theory of linear-quadratic (LQ) mean field games (MFGs) in Hilbert spaces with common noise modeled by an infinite-dimensional Wiener process that affects the dynamics of all agents. In the presence of common noise, the…

最优化与控制 · 数学 2026-05-28 Hanchao Liu , Dena Firoozi