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Mean Field Games (MFG) theory describes strategic interactions in differential games with a large number of small and indistinguishable players. Traditionally, the players' control impacts only the drift term in the system's dynamics,…

偏微分方程分析 · 数学 2024-07-31 Vincenzo Ignazio , Michele Ricciardi

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

We consider the one-dimensional stationary first-order mean-field game (MFG) system with the coupling between the Hamilton-Jacobi equation and the transport equation. In both cases that the coupling is strictly increasing and decreasing…

偏微分方程分析 · 数学 2018-05-29 Yiru Cai , Haobo Qi , Yi Tan , Xifeng Su

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. Introduced by Lasry and Lions, and Huang, Caines and Malham\'e, Mean…

This paper discusses the control of coherent structures in turbulent flows, which has broad applications among complex systems in science and technology. Mean field games have been proved a powerful tool and are proposed here to control the…

最优化与控制 · 数学 2024-01-22 Yuan Gao , Di Qi

Here, we consider a regularized mean-field game model that features a low-order regularization. We prove the existence of solutions with positive density. To do so, we combine a priori estimates with the continuation method. In contrast…

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 extend the weak-strong uniqueness principle for mean-field game (MFG) systems to a broad class of second-order stationary and time-dependent problems. Under standard monotonicity, growth, and coercivity assumptions on the Hamiltonian,…

偏微分方程分析 · 数学 2026-04-02 Rita Ferreira , Diogo Gomes , Bashayer Majrashi

In this paper, we are concerned with the inverse problem of determining anomalies in the state space associated with the stationary mean field game (MFG) system. We establish novel unique identifiability results for the intrinsic structure…

偏微分方程分析 · 数学 2025-05-14 Hongyu Liu , Catharine W. K. Lo

We establish sharp local $C^{1,\alpha}$-regularity for weak solutions to degenerate elliptic equations of $p$-Laplacian type with data in Morrey spaces. The proof relies on the Fefferman-Phong inequality and standard tools from regularity…

偏微分方程分析 · 数学 2025-10-14 Giuseppe Di Fazio , Rafayel Teymurazyan , José Miguel Urbano

Here, we establish the existence of weak solutions to a wide class of time-dependent monotone mean-field games (MFGs). These MFGs are given as a system of degenerate parabolic equations with initial and terminal conditions. To construct…

偏微分方程分析 · 数学 2020-01-14 Rita Ferreira , Diogo Gomes , Teruo Tada

This manuscript discusses planning problems for first- and second-order one-dimensional mean-field games (MFGs). These games are comprised of a Hamilton-Jacobi equation coupled with a Fokker-Planck equation. Applying Poincar\'e's Lemma to…

偏微分方程分析 · 数学 2021-04-27 Tigran Bakaryan , Rita Ferreira , Diogo Gomes

We propose a novel mean field games (MFGs) based GAN(generative adversarial network) framework. To be specific, we utilize the Hopf formula in density space to rewrite MFGs as a primal-dual problem so that we are able to train the model via…

机器学习 · 计算机科学 2021-03-16 Shaojun Ma , Haomin Zhou , Hongyuan Zha

In this note we propose a transformation which decouples stationary Mean Field Games systems with superlinear Hamiltonians of the form |p|^r, and turns the Hamilton-Jacobi-Bellman equation into a quasi-linear equation involving the…

偏微分方程分析 · 数学 2015-05-25 Marco Cirant

We construct numerical approximations for Mean Field Games with fractional or nonlocal diffusions. The schemes are based on semi-Lagrangian approximations of the underlying control problems/games along with dual approximations of the…

偏微分方程分析 · 数学 2021-05-04 Indranil Chowdhury , Olav Ersland , Espen R. Jakobsen

In this article, we study the global-in-time well-posedness of second order mean field games (MFGs) with both nonlinear drift functions simultaneously depending on the state, distribution and control variables, and the diffusion term…

最优化与控制 · 数学 2025-03-24 Alain Bensoussan , Ziyu Huang , Shanjian Tang , Sheung Chi Phillip Yam

In this paper, we consider the stationary version of the Mean-Field Games (MFG) models. Inspired by \cite{Albuquerque-Silva2020, Bieganowski-Mederski2021, Lin-Wei05, Mederski-Schino2021}, we develop the minimization method on the Pohozaev…

偏微分方程分析 · 数学 2026-03-31 Xinfu Li , Xiangqing Liu , Juncheng Wei , Yuanze Wu

We address in this paper a fundamental question that arises in mean-field games (MFGs), namely whether mean-field equilibria (MFE) for discrete-time finite-horizon MFGs can be used to obtain approximate stationary as well as non-stationary…

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

We study a mean-field version of Bank-El Karoui's representation theorem of stochastic processes. Under different technical conditions, we establish some existence and uniqueness results. As motivation and first applications, our mean-field…

概率论 · 数学 2025-07-16 Xihao He , Xiaolu Tan , Jun Zou

Recent techniques based on Mean Field Games (MFGs) allow the scalable analysis of multi-player games with many similar, rational agents. However, standard MFGs remain limited to homogeneous players that weakly influence each other, and…

计算机科学与博弈论 · 计算机科学 2023-12-19 Kai Cui , Gökçe Dayanıklı , Mathieu Laurière , Matthieu Geist , Olivier Pietquin , Heinz Koeppl