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We propose and investigate a general class of discrete time and finite state space mean field game (MFG) problems with potential structure. Our model incorporates interactions through a congestion term and a price variable. It also allows…

最优化与控制 · 数学 2023-03-07 J. Frédéric Bonnans , Pierre Lavigne , Laurent Pfeiffer

Mean-field games (MFGs) are models for large populations of competing rational agents that seek to optimize a suitable functional. In the case of congestion, this functional takes into account the difficulty of moving in high-density areas.…

偏微分方程分析 · 数学 2017-10-05 David Evangelista , Rita Ferreira , Diogo A. Gomes , Levon Nurbekyan , Vardan Voskanyan

In this paper, we consider a class of infinitely degenerate partial differential systems to obtain the Nash equilibria in the mean field games. The degeneracy in the diffusion and the Hamiltonian may be different. This feature brings…

偏微分方程分析 · 数学 2023-11-20 Yiming Jiang , Jingchuang Ren , Yawei Wei , Jie Xue

In this paper, we study a large population game with heterogeneous dynamics and cost functions solving a consensus problem. Moreover, the agents have communication constraints which appear as: (1) an Additive-White Gaussian Noise (AWGN)…

系统与控制 · 电气工程与系统科学 2022-08-26 Shubham Aggarwal , Muhammad Aneeq uz Zaman , Tamer Başar

In his lectures at College de France, P.L. Lions introduced the concept of Master equation, see [5] for Mean Field Games. It is introduced in a heuristic fashion, from the system of partial differential equations, associated to a Nash…

偏微分方程分析 · 数学 2014-11-06 Alain Bensoussan , Jens Frehse , Phillip Yam

This paper introduces a framework of Constrained Mean-Field Games (CMFGs), where each agent solves a constrained Markov decision process (CMDP). This formulation captures scenarios in which agents' strategies are subject to feasibility,…

最优化与控制 · 数学 2025-10-15 Anran Hu , Zijiu Lyu

In this paper, we consider a mean field game (MFG) model perturbed by small common noise. Our goal is to give an approximation of the Nash equilibrium strategy of this game using a solution from the original no common noise MFG whose…

概率论 · 数学 2017-07-31 Saran Ahuja , Weiluo Ren , Tzu-Wei Yang

This paper analyzes a class of infinite-time-horizon stochastic games with singular controls motivated from the partially reversible problem. It provides an explicit solution for the mean-field game (MFG) and presents sensitivity analysis…

最优化与控制 · 数学 2020-08-12 Haoyang Cao , Xin Guo

The theory of mean field games is a tool to understand noncooperative dynamic stochastic games with a large number of players. Much of the theory has evolved under conditions ensuring uniqueness of the mean field game Nash equilibrium.…

最优化与控制 · 数学 2019-03-19 Bruce Hajek , Michael Livesay

We propose a new approach to mean field games with major and minor players. Our formulation involves a two player game where the optimization of the representative minor player is standard while the major player faces an optimization over…

概率论 · 数学 2014-09-26 Rene Carmona , Xiuneng Zhu

We prove existence and uniqueness of classical solutions of the master equation for mean field game (MFG) systems with fractional and nonlocal diffusions. We cover a large class of L\'evy diffusions of order greater than one, including…

偏微分方程分析 · 数学 2025-01-27 Espen Robstad Jakobsen , Artur Rutkowski

We study mean field portfolio games with consumption. For general market parameters, we establish a one-to-one correspondence between Nash equilibria of the game and solutions to some FBSDE, which is proved to be equivalent to some BSDE.…

数理金融 · 定量金融 2022-12-08 Guanxing Fu

In this work, we present an application of the probabilistic weak formulation of mean field games (MFG) for modeling liquidity pools in a constant product automated market maker (AMM) protocol in the context of decentralized finance. Our…

最优化与控制 · 数学 2026-04-14 Agustín Muñoz González , Juan I. Sequeira , Rafael Orive Illera

Motivated by the recent interests in asymmetric mean field games, this paper provides a general framework of Heterogeneous Mean Field Game (HMFG) that subsumes different formulations of graphon mean field games. The key feature of the HMFG…

最优化与控制 · 数学 2025-11-26 Bixing Qiao

We consider a general class of nonzero-sum $N$-player stochastic games with impulse controls, where players control the underlying dynamics with discrete interventions. We adopt a verification approach and provide sufficient conditions for…

最优化与控制 · 数学 2020-10-06 Matteo Basei , Haoyang Cao , Xin Guo

We investigate time dependent, first order Mean Field Games on the torus comparing, in a broad and general framework, the classical differential formulation , given by a Hamilton Jacobi equation coupled with a continuity equation, with a…

偏微分方程分析 · 数学 2025-12-02 Antonio Siconolfi

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

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

This paper first introduces a method to approximate the value function of high-dimensional optimal control by neural networks. Based on the established relationship between Pontryagin's maximum principle (PMP) and the value function of the…

最优化与控制 · 数学 2025-07-22 Mouhcine Assouli , Justina Gianatti , Badr Missaoui , Francisco J. Silva

In this paper we establish quantitative convergence results for both open and closed-loop Nash equilibria of N-player stochastic differential games in the setting of Mean Field Games of Controls (MFGC), a class of models where interactions…

概率论 · 数学 2025-07-24 Joe Jackson , Alpár R. Mészáros