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In this paper, we investigate a class of mean field games where the mean field interactions are achieved through the joint (conditional) distribution of the controlled state and the control process. The strategies are of $open\;loop$ type,…

概率论 · 数学 2021-08-05 Mao Fabrice Djete

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 present an efficient algorithm to compute the explicit open-loop solution to both finite and infinite-horizon dynamic games subject to state and input constraints. Our approach relies on a multiparametric affine variational inequality…

系统与控制 · 电气工程与系统科学 2026-05-12 Emilio Benenati , Giuseppe Belgioioso

This paper establishes that $N$-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. More…

最优化与控制 · 数学 2020-04-28 Haoyang Cao , Xin Guo , Joon Seok Lee

Mean Field Games (MFG) have been introduced to tackle games with a large number of competing players. Considering the limit when the number of players is infinite, Nash equilibria are studied by considering the interaction of a typical…

最优化与控制 · 数学 2021-06-14 Mathieu Lauriere

This paper focuses on indefinite stochastic mean-field linear-quadratic (MF-LQ, for short) optimal control problems, which allow the weighting matrices for state and control in the cost functional to be indefinite. The solvability of…

最优化与控制 · 数学 2020-12-02 Na Li , Xun Li , Zhiyong Yu

We study a general linear quadratic mean field type control problem and connect it to mean field games of a similar type. The solution is given both in terms of a forward/backward system of stochastic differential equations and by a pair of…

最优化与控制 · 数学 2016-07-08 P. Jameson Graber

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…

最优化与控制 · 数学 2021-10-12 Xin Guo , Anran Hu , Renyuan Xu , Junzi Zhang

We develop a variational approach to address risk-sensitive optimal control problems with an exponential-of-integral cost functional in a general linear-quadratic-Gaussian (LQG) single-agent setup, offering new insights into such problems.…

最优化与控制 · 数学 2025-03-28 Hanchao Liu , Dena Firoozi , Michèle Breton

The recent mean field game (MFG) formalism facilitates otherwise intractable computation of approximate Nash equilibria in many-agent settings. In this paper, we consider discrete-time finite MFGs subject to finite-horizon objectives. We…

多智能体系统 · 计算机科学 2022-07-11 Kai Cui , Heinz Koeppl

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 the limits of empirical means of open-loop Nash equilibria of linear-quadratic stochastic differential games as the number of players goes to infinity, when the corresponding mean field game is of potential type and may…

概率论 · 数学 2026-02-27 Alekos Cecchin , Jodi Dianetti

We study a general class of fully coupled backward-forward stochastic differential equations of mean-field type (MF-BFSDE). We derive existence and uniqueness results for such a system under weak monotonicity assumptions and without the…

概率论 · 数学 2020-03-03 Yinggu Chen , Boualem Djehiche , Said Hamadene

Mean-field games (MFGs) study the Nash equilibrium of systems with a continuum of interacting agents, which can be formulated as the fixed-point of optimal control problems. They provide a unified framework for a variety of applications,…

机器学习 · 统计学 2025-12-02 Jiajia Yu , Junghwan Lee , Yao Xie , Xiuyuan Cheng

We investigate mean-field games (MFG) in which agents can actively control their speed of access to information. Specifically, the agents can dynamically decide to obtain observations with reduced delay by accepting higher observation…

最优化与控制 · 数学 2025-06-03 Dirk Becherer , Christoph Reisinger , Jonathan Tam

An iterative finite difference scheme for mean field games (MFGs) is proposed. The target MFGs are derived from control problems for multidimensional systems with advection terms. For such MFGs, linearization using the Cole-Hopf…

最优化与控制 · 数学 2023-04-26 Daisuke Inoue , Yuji Ito , Takahito Kashiwabara , Norikazu Saito , Hiroaki Yoshida

This paper is concerned with two-person mean-field linear-quadratic non-zero sum stochastic differential games in an infinite horizon. Both open-loop and closed-loop Nash equilibria are introduced. Existence of an open-loop Nash equilibrium…

最优化与控制 · 数学 2021-04-09 Xun Li , Jingtao Shi , Jiongmin Yong

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

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

We develop a probabilistic approach to continuous-time finite state mean field games. Based on an alternative description of continuous-time Markov chain by means of semimartingale and the weak formulation of stochastic optimal control, our…

概率论 · 数学 2018-08-24 Rene Carmona , Peiqi Wang