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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

We consider a financial network represented at any time instance by a random liability graph which evolves over time. The agents connect through credit instruments borrowed from each other or through direct lending, and these create the…

风险管理 · 定量金融 2022-12-23 Indrajit Saha , Veeraruna Kavitha

The random batch method (RBM) proposed in [Jin et al., J. Comput. Phys., 400(2020), 108877] for large interacting particle systems is an efficient with linear complexity in particle numbers and highly scalable algorithm for $N$-particle…

数值分析 · 数学 2024-03-14 Zhenyu Huang , Shi Jin , Lei Li

This paper studies the connection between a class of mean-field games and a social welfare optimization problem. We consider a mean-field game in function spaces with a large population of agents, and each agent seeks to minimize an…

最优化与控制 · 数学 2018-02-15 Sen Li , Wei Zhang , Lin Zhao

In this paper we study a novel Fokker-Planck-type model that is designed to mimic manufacturing processes through the dynamics characterizing a large set of agents. In particular, we describe a many-agent system interacting with a target…

适应与自组织系统 · 物理学 2022-12-08 Ferdinando Auricchio , Giuseppe Toscani , Mattia Zanella

Mean field games are studied by means of the weak formulation of stochastic optimal control. This approach allows the mean field interactions to enter through both state and control processes and take a form which is general enough to…

概率论 · 数学 2015-04-09 Rene Carmona , Daniel Lacker

This paper develops a mean field game framework for dynamic two-sided matching markets, extending existing matching theory by integrating micro-macro dynamics in two-sided environments. Unlike traditional matching models focusing on static…

最优化与控制 · 数学 2026-05-26 Erhan Bayraktar , Dantong Chu , Bohan Li , Ho Man Tai

We consider the problem faced by a central bank which bails out distressed financial institutions that pose systemic risk to the banking sector. In a structural default model with mutual obligations, the central agent seeks to inject a…

最优化与控制 · 数学 2022-10-20 Christa Cuchiero , Christoph Reisinger , Stefan Rigger

This paper analyzes and explicitly solves a class of long-term average impulse control problems with a specific mean-field interaction. The underlying process is a general one-dimensional diffusion with appropriate boundary behavior. The…

最优化与控制 · 数学 2026-02-04 K. L. Helmes , R. H. Stockbridge , C. Zhu

We investigate the macroeconomic consequences of narrow banking in the context of stock-flow consistent models. We begin with an extension of the Goodwin-Keen model incorporating time deposits, government bills, cash, and central bank…

综合经济学 · 经济学 2018-10-16 Matheus R Grasselli , Alexander Lipton

We discuss and compare two methods of investigations for the asymptotic regime of stochastic differential games with a finite number of players as the number of players tends to the infinity. These two methods differ in the order in which…

概率论 · 数学 2012-10-23 Rene Carmona , Francois Delarue , Aime Lachapelle

Multi-agent reinforcement learning methods have shown remarkable potential in solving complex multi-agent problems but mostly lack theoretical guarantees. Recently, mean field control and mean field games have been established as a…

机器学习 · 计算机科学 2021-12-20 Kai Cui , Anam Tahir , Mark Sinzger , Heinz Koeppl

Mean field games is a recent area of study introduced by Lions and Lasry in a series of seminal papers in 2006. Mean field games model situations of competition between large number of rational agents that play non-cooperative dynamic games…

最优化与控制 · 数学 2011-03-18 Diogo A. Gomes , Joana Mohr , Rafael R. Souza

We study a class of stochastic dynamic games that exhibit strategic complementarities between players; formally, in the games we consider, the payoff of a player has increasing differences between her own state and the empirical…

计算机科学与博弈论 · 计算机科学 2010-12-13 Sachin Adlakha , Ramesh Johari

We analyze linear McKean-Vlasov forward-backward SDEs arising in leader-follower games with mean-field type control and terminal state constraints on the state process. We establish an existence and uniqueness of solutions result for such…

数理金融 · 定量金融 2018-09-13 Guanxing Fu , Ulrich Horst

Mean field game facilitates analyzing multi-armed bandit (MAB) for a large number of agents by approximating their interactions with an average effect. Existing mean field models for multi-agent MAB mostly assume a binary reward function,…

多智能体系统 · 计算机科学 2021-05-11 Xiong Wang , Riheng Jia

In this paper, we investigate the robustness of stationary mean-field equilibria in the presence of model uncertainties, specifically focusing on infinite-horizon discounted cost functions. To achieve this, we initially establish…

系统与控制 · 电气工程与系统科学 2026-04-10 Uğur Aydın , Naci Saldi

Mean field games (MFG) and mean field control problems (MFC) are frameworks to study Nash equilibria or social optima in games with a continuum of agents. These problems can be used to approximate competitive or cooperative games with a…

最优化与控制 · 数学 2021-06-28 Andrea Angiuli , Jean-Pierre Fouque , Mathieu Lauriere

The Macroscopic Fluctuating Theory is presented from a practical and self consistent point of view. We take as starting point the assumption that a system at a mesoscopic scale is described by a field $\phi(x,t)$ that evolves by a Langevin…

统计力学 · 物理学 2020-10-23 Pedro L. Garrido

We present a new class of models for assessing the cell dynamics characterising muscular dystrophies. The proposed approach comprises a system of integro-differential equations for the statistical distributions, over a large patient cohort,…

偏微分方程分析 · 数学 2025-11-20 Tommaso Lorenzi , Horacio Tettamanti , Mattia Zanella