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We propose the Mean-Field Actor-Critic (MFAC) flow, a continuous-time learning dynamics for solving mean-field games (MFGs), combining techniques from reinforcement learning and optimal transport. The MFAC framework jointly evolves the…

最优化与控制 · 数学 2025-10-27 Mo Zhou , Haosheng Zhou , Ruimeng Hu

We propose a toy model for a stochastic description of the competition between two athletes of unequal strength, whose average strength difference is represented by a parameter $d$. The athletes interact through the choice of their…

物理与社会 · 物理学 2019-05-24 Cecile Appert-Rolland , Hendrik-Jan Hilhorst , Amandine Aftalion

Mean field games (MFG) and mean field control (MFC) are critical classes of multi-agent models for efficient analysis of massive populations of interacting agents. Their areas of application span topics in economics, finance, game theory,…

机器学习 · 计算机科学 2022-06-08 Lars Ruthotto , Stanley Osher , Wuchen Li , Levon Nurbekyan , Samy Wu Fung

We study stationary mean field games with singular controls in which the representative player interacts with a long-time weighted average of the population through a discounted and an ergodic performance criterion. This class of games…

最优化与控制 · 数学 2025-09-23 Haoyang Cao , Jodi Dianetti , Giorgio Ferrari

This article studies linear-quadratic Stackelberg games between two dominating players (or equivalently, leaders) and a large group of followers, each of whom interacts under a mean field game (MFG) framework. Unlike the conventional…

最优化与控制 · 数学 2024-07-02 Dantong Chu , Kenneth Tsz Hin Ng , Sheung Chi Phillip Yam , Harry Zheng

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

We investigate mean-field games from the point of view of a large number of indistinguishable players which eventually converges to infinity. The players are weakly coupled via their empirical measure. The dynamics of the states of the…

最优化与控制 · 数学 2017-02-21 Rani Basna , Astrid Hilbert , Vassili N. Kolokoltsov

We consider the mean-field game where each agent determines the optimal time to exit the game by solving an optimal stopping problem with reward function depending on the density of the state processes of agents still present in the game.…

最优化与控制 · 数学 2020-07-09 Géraldine Bouveret , Roxana Dumitrescu , Peter Tankov

This paper establishes that a class of $N$-player stochastic games with singular controls, either of bounded velocity or of finite variation, can both be approximated by mean field games (MFGs) with singular controls of bounded velocity.…

最优化与控制 · 数学 2025-09-23 Haoyang Cao , Xin Guo , Joon Seok Lee

This paper studies Mean Field Games (MFGs) in which agent dynamics are given by jump processes of controlled intensity, with mean-field interaction via the controls and affecting the jump intensities. We establish the existence of MFG…

最优化与控制 · 数学 2025-04-23 Nicolas Garcia , Ronnie Sircar , H. Mete Soner

We consider a large queueing system that consists of many strategic servers that are weakly interacting. Each server processes jobs from its unique critically loaded buffer and controls the rate of arrivals and departures associated with…

概率论 · 数学 2017-09-19 Erhan Bayraktar , Amarjit Budhiraja , Asaf Cohen

This paper studies a linear-quadratic mean-field game of stochastic large-population system, where the large-population system satisfies a class of $N$ weakly coupled linear backward stochastic differential equation. Different from the…

最优化与控制 · 数学 2024-12-02 Yu Si , Jingtao Shi

This paper studies the connections between mean-field games and the social welfare optimization problems. We consider a mean field game in functional spaces with a large population of agents, each of which seeks to minimize an individual…

最优化与控制 · 数学 2016-09-27 Sen Li , Wei Zhang , Lin Zhao

Inspired by successful biological collective decision mechanisms such as honey bees searching for a new colony or the collective navigation of fish schools, we consider a mean field games (MFG)-like scenario where a large number of agents…

系统与控制 · 计算机科学 2016-01-26 Rabih Salhab , Roland P. Malhamé , Jerome Le Ny

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

Mean field games are limit models for symmetric $N$-player games with interaction of mean field type as $N\to\infty$. The limit relation is often understood in the sense that a solution of a mean field game allows to construct approximate…

概率论 · 数学 2017-05-29 Markus Fischer

We consider a symmetric $n$-player nonzero-sum stochastic differential game with controlled jumps and mean-field type interaction among the players. Each player minimizes some expected cost by affecting the drift as well as the jump part of…

概率论 · 数学 2018-05-14 Chiara Benazzoli , Luciano Campi , Luca Di Persio

We provide an existence result for stationary fractional mean field game systems, with fractional exponent greater than 1/2. In the case in which the coupling is a nonlocal regularizing potential, we obtain existence of solutions under…

偏微分方程分析 · 数学 2017-05-30 Annalisa Cesaroni , Marco Cirant , Serena Dipierro , Matteo Novaga , Enrico Valdinoci

The second order Mean Field Games system (MFGS) in a bounded domain with the lateral Cauchy data is considered. This means that both Dirichlet and Neumann boundary data for the solution the MFGS are given. Two H\"older stability estimates…

偏微分方程分析 · 数学 2023-11-27 Michael V. Klibanov , Jingzhi Li , Hongyu Liu

In an extended mean field game the vector field governing the flow of the population can be different from that of the individual player at some mean field equilibrium. This new class strictly includes the standard mean field games. It is…

概率论 · 数学 2023-09-19 Chenchen Mou , Jianfeng Zhang
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