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We consider Mean Field Games without idiosyncratic but with Brownian type common noise. We introduce a notion of solutions of the associated backward-forward system of stochastic partial differential equations. We show that the solution…

偏微分方程分析 · 数学 2020-09-28 Pierre Cardaliaguet , Panagiotis Souganidis

In this paper we consider symmetric games where a large number of players can be in any one of d states. We derive a limiting mean field model and characterize its main properties. This mean field limit is a system of coupled ordinary…

最优化与控制 · 数学 2015-09-23 Diogo A. Gomes , Joana Mohr , Rafael R. Souza

We prove that solutions to a class of Mean Field Game systems with discount are unique provided that the discount factor is large enough, and the Lagrangian term is (proportionally) small enough. This identifies an asymptotic uniqueness…

偏微分方程分析 · 数学 2025-10-13 Marco Cirant , Elisa Continelli

This paper presents a general mean-field game (GMFG) framework for simultaneous learning and decision-making in stochastic games with a large population. It first establishes the existence of a unique Nash Equilibrium to this GMFG, and…

机器学习 · 计算机科学 2023-01-05 Xin Guo , Anran Hu , Renyuan Xu , Junzi Zhang

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

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

Mean-field games with absorption is a class of games, that have been introduced in Campi and Fischer (2018) and that can be viewed as natural limits of symmetric stochastic differential games with a large number of players who, interacting…

概率论 · 数学 2021-11-05 Luciano Campi , Maddalena Ghio , Giulia Livieri

In this paper, we propose and study an inverse boundary problem for the mean field games (MFGs) governed by the first-order master equation in a bounded domain. We establish the unique identifiability result by showing that the running cost…

偏微分方程分析 · 数学 2022-12-21 Hongyu Liu , Shen Zhang

The standard formulation of the PDE system of Mean Field Games (MFG) requires the differentiability of the Hamiltonian. However in many cases, the structure of the underlying optimal problem leads to a convex but nondifferentiable…

数值分析 · 数学 2025-02-17 Yohance A. P. Osborne , Iain Smears

We propose and study several inverse problems for the mean field games (MFG) system in a bounded domain. Our focus is on simultaneously recovering the running cost and the Hamiltonian within the MFG system by the associated boundary…

最优化与控制 · 数学 2024-03-05 Hongyu Liu , Shen Zhang

The paper considers a forward-backward system of parabolic PDEs arising in a Mean Field Game (MFG) model where every agent controls the drift of a trajectory subject to Brownian diffusion, trying to escape a given bounded domain $\Omega$ in…

偏微分方程分析 · 数学 2022-12-23 Romain Ducasse , Guilherme Mazanti , Filippo Santambrogio

In this paper, we consider a class of linear quadratic extended mean field games (MFGs) with common noises where the state coefficients and the cost functional vary with the mean field term in a nonlinear way. Based on stochastic maximum…

最优化与控制 · 数学 2023-11-08 Tianjiao Hua , Peng Luo

The mean field games (MFG) paradigm was introduced to provide tractable approximations of games involving very large populations. The theory typically rests on two key assumptions: homogeneity, meaning that all players share the same…

最优化与控制 · 数学 2025-11-10 Mathieu Laurière

In this paper we examine fully nonlinear mean-field games associated with a minimization problem. The variational setting is driven by a functional depending on its argument through its Hessian matrix. We work under fairly natural…

偏微分方程分析 · 数学 2020-10-30 Pêdra D. S. Andrade , Edgard A. Pimentel

This paper develops a unified framework for proving the existence of solutions to stationary first-order mean-field games (MFGs) based on the theory of monotone operators in Banach spaces. We cast the coupled MFG system as a variational…

偏微分方程分析 · 数学 2026-03-17 Rita Ferreira , Diogo Gomes , Melih Ucer

We formulate a class of mean field games on a finite state space with variational principles resembling those in continuous-state mean field games. We construct a controlled continuity equation featuring a nonlinear activation function on…

最优化与控制 · 数学 2023-10-10 Yuan Gao , Wuchen Li , Jian-Guo Liu

Mean field games (MFGs) model the limit of large populations of strategically interacting agents, yet both forward and inverse problems remain challenging. For the forward problem, a difficulty is to design numerical methods with global…

最优化与控制 · 数学 2026-03-12 Hanwei Yan , Xianjin Yang , Jingguo Zhang

In this book, we present a curated collection of existing results on inverse problems for Mean Field Games (MFGs), a cutting-edge and rapidly evolving field of research. Our aim is to provide fresh insights, novel perspectives, and a…

偏微分方程分析 · 数学 2025-03-20 Hongyu Liu , Catharine W. K. Lo , Shen Zhang

Mean Field Game systems describe equilibrium configurations in differential games with infinitely many infinitesimal interacting agents. We introduce a learning procedure (similar to the Fictitious Play) for these games and show its…

最优化与控制 · 数学 2015-08-03 Pierre Cardaliaguet , Saeed Hadikhanloo

First order kinetic mean field games formally describe the Nash equilibria of deterministic differential games where agents control their acceleration, asymptotically in the limit as the number of agents tends to infinity. The known results…

偏微分方程分析 · 数学 2022-07-12 Megan Griffin-Pickering , Alpár R. Mészáros