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In a mean field game of controls, players seek to minimize a cost that depends on the joint distribution of players' states and controls. We consider an ergodic problem for second-order mean field games of controls with state constraints,…

偏微分方程分析 · 数学 2026-04-10 Jameson Graber , Kyle Rosengartner

Mean-Field Game (MFG) serves as a crucial mathematical framework in modeling the collective behavior of individual agents interacting stochastically with a large population. In this work, we aim at solving a challenging class of MFGs in…

机器学习 · 统计学 2022-09-21 Guan-Horng Liu , Tianrong Chen , Oswin So , Evangelos A. Theodorou

Mean field games (MFGs) offer a powerful framework for modeling large-scale multi-agent systems. This paper addresses MFGs formulated in continuous time with discrete state spaces, where agents' dynamics are governed by continuous-time…

计算机科学与博弈论 · 计算机科学 2026-02-27 Yannick Eich , Christian Fabian , Kai Cui , Heinz Koeppl

In this note we prove the uniqueness of solutions to a class of Mean Field Games systems subject to possibly degenerate individual noise. Our results hold true for arbitrary long time horizons and for general non-separable Hamiltonians that…

偏微分方程分析 · 数学 2023-08-23 Alpár R. Mészáros , Chenchen Mou

The convexification numerical method with the rigorously established global convergence property is constructed for a problem for the Mean Field Games System of the second order. This is the problem of the retrospective analysis of a game…

数值分析 · 数学 2023-06-30 Michael V. Klibanov , Jingzhi Li , Zhipeng Yang

The formulation of Mean Field Games (MFG) typically requires continuous differentiability of the Hamiltonian in order to determine the advective term in the Kolmogorov--Fokker--Planck equation for the density of players. However, in many…

数值分析 · 数学 2024-04-03 Yohance A. P. Osborne , Iain Smears

This article focuses two issues related to the first-order discounted mean field games system. The first is the time discretization problem. The time discretization approach enables us to prove the existence of solutions (u,m) of the…

偏微分方程分析 · 数学 2025-09-19 Renato Iturriaga , Cristian Mendico , Kaizhi Wang , Yuchen Xu

This paper studies approximate solutions to large-scale linear quadratic stochastic games with homogeneous nodal dynamics parameters and heterogeneous network couplings within the graphon mean field game framework in [2]-[4]. A graphon…

系统与控制 · 电气工程与系统科学 2021-10-22 Shuang Gao , Peter E. Caines , Minyi Huang

We formulate the MFG limit for $N$ interacting agents with a common noise as a single quasi-linear deterministic infinite-dimensional partial differential second order backward equation. We prove that any its (regular enough) solution…

概率论 · 数学 2022-04-21 Vassili Kolokoltsov , Marianna Troeva

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 distribution. Under suitable smoothness assumptions that…

概率论 · 数学 2018-04-24 Francois Delarue , Daniel Lacker , Kavita Ramanan

This article presents the variant of the approach introduced in the recent work of Bensoussan, Wong, Yam and Yuan [13] to the generic first-order mean field game problem. A major contribution here is the provision of new crucial a priori…

最优化与控制 · 数学 2023-12-13 Alain Bensoussan , Tak Kwong Wong , Sheung Chi Phillip Yam , Hongwei Yuan

We present results of existence, regularity and uniqueness of solutions of the master equation associated with the mean field planning problem in the finite state space case, in the presence of a common noise. The results hold under…

偏微分方程分析 · 数学 2021-07-21 Charles Bertucci , Jean-Michel Lasry , Pierre-Louis Lions

This thesis is going to give a gentle introduction to Mean Field Games. It aims to produce a coherent text beginning for simple notions of deterministic control theory progressively to current Mean Field Games theory. The framework…

最优化与控制 · 数学 2019-07-03 Athanasios Vasiliadis

The mean field games system is a coupled pair of nonlinear partial differential equations arising in differential game theory, as a limit as the number of agents tends to infinity. We prove existence and uniqueness of classical solutions…

偏微分方程分析 · 数学 2020-01-28 David M. Ambrose

Here, we consider one-dimensional forward-forward mean-field games (MFGs) with congestion, which were introduced to approximate stationary MFGs. We use methods from the theory of conservation laws to examine the qualitative properties of…

偏微分方程分析 · 数学 2017-03-30 Diogo Gomes , Marc Sedjro

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 solutions, e.g. under monotonicity assumptions, then the…

最优化与控制 · 数学 2019-02-06 Alekos Cecchin , Paolo Dai Pra , Markus Fischer , Guglielmo Pelino

We consider deterministic Mean Field Games (MFG) in all Euclidean space with a cost functional continuous with respect to the distribution of the agents and attaining its minima in a compact set. We first show that the static MFG with such…

偏微分方程分析 · 数学 2024-03-18 Martino Bardi , Hicham Kouhkouh

In this paper, the existence of non-trivial time periodic solutions of first order mean field games is proved. It is assumed that there is a non-trivial periodic orbit contained in the Mather set. The whole system is autonomous with a…

偏微分方程分析 · 数学 2024-01-17 Panrui Ni

The Schr\"odinger equation in the presence of an external electromagnetic field is an important problem in computational quantum mechanics. It also provides a nice example of a differential equation whose flow can be split with benefit into…

数值分析 · 数学 2016-04-28 Marco Caliari , Alexander Ostermann , Chiara Piazzola

The purpose of this work is to introduce a notion of weak solution to the master equation of a potential mean field game and to prove that existence and uniqueness hold under quite general assumptions. Remarkably, this is achieved without…

最优化与控制 · 数学 2022-06-30 Alekos Cecchin , François Delarue