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相关论文: Discrete mean field games

200 篇论文

The objective of this work is to study the existence, uniqueness, and stability of equilibria in mean field games involving a major player and a continuum of minor players over finite intervals of arbitrary length. Following earlier…

最优化与控制 · 数学 2025-01-07 Francois Delarue , Chenchen Mou

This paper studies a mean field game inspired by crowd motion in which agents evolve in a compact domain and want to reach its boundary minimizing the sum of their travel time and a given boundary cost. Interactions between agents occur…

最优化与控制 · 数学 2020-01-31 Samer Dweik , Guilherme Mazanti

We introduce a class of robust control problems formulated in min-max form, in which the principal agent is viewed as a central planner facing Nature. The agent's cost is a nonlinear function of all its possible realizations, encompassing…

最优化与控制 · 数学 2026-04-24 François Delarue , Pierre Lavigne

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

Establishing the existence of Nash equilibria for partially observed stochastic dynamic games is known to be quite challenging, with the difficulties stemming from the noisy nature of the measurements available to individual players…

系统与控制 · 计算机科学 2018-06-06 Naci Saldi , Tamer Basar , Maxim Raginsky

This paper considers mean field games in a multi-agent Markov decision process (MDP) framework. Each player has a continuum state and binary action, and benefits from the improvement of the condition of the overall population. Based on an…

最优化与控制 · 数学 2021-01-05 Minyi Huang , Yan Ma

Empirically derived continuum models of collective behavior among large populations of dynamic agents are a subject of intense study in several fields, including biology, engineering and finance. We formulate and study a mean-field game…

适应与自组织系统 · 物理学 2018-06-22 Piyush Grover , Kaivalya Bakshi , Evangelos A. Theodorou

In the paper we present a model of discrete-time mean-field game with several populations of players. Mean-field games with multiple populations of the players have only been studied in the literature in the continuous-time setting. The…

最优化与控制 · 数学 2023-04-07 Piotr Więcek

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

In this paper we study a mean-field games system with Dirichlet boundary conditions in a closed domain and in a mean-field of control setting, that is in which the dynamics of each agent is affected not only by the average position of the…

最优化与控制 · 数学 2023-06-21 Mattia Bongini , Francesco Salvarani

This paper is devoted to a class of finite horizon deterministic mean field games with Grushin type dynamics, state constraints and nonlocal coupling. First, we consider the optimal control problem that each agent aims to solve when the…

最优化与控制 · 数学 2026-02-16 Alessandra Cutrì , Paola Mannucci , Claudio Marchi , Nicoletta Tchou

The goal of the paper is to develop the theory of finite state mean field games with major and minor players when the state space of the game is finite. We introduce the finite player games and derive a mean field game formulation in the…

概率论 · 数学 2016-10-19 Rene Carmona , Peiqi Wang

We consider a class of continuous-time dynamic games involving a large number of players. Each player selects actions from a finite set and evolves through a finite set of states. State transitions occur stochastically and depend on the…

系统与控制 · 电气工程与系统科学 2025-11-12 Leonardo Pedroso , Andrea Agazzi , W. P. M. H. Heemels , Mauro Salazar

We study in this paper three aspects of Mean Field Games. The first one is the case when the dynamics of each player depend on the strategies of the other players. The second one concerns the modeling of '' noise '' in discrete space models…

偏微分方程分析 · 数学 2018-08-02 Charles Bertucci , Jean Michel Lasry , Pierre Louis Lions

We introduce a mean-field term to an evolutionary spatial game model. Namely, we consider the game of Nowak and May, based on the Prisoner's dilemma, and augment the game rules by a self-consistent mean-field term. This way, an agent…

统计力学 · 物理学 2021-09-29 Dmitriy Antonov , Evgeni Burovski , Lev Shchur

Independent learners are agents that employ single-agent algorithms in multi-agent systems, intentionally ignoring the effect of other strategic agents. This paper studies mean-field games from a decentralized learning perspective, with two…

计算机科学与博弈论 · 计算机科学 2025-02-04 Bora Yongacoglu , Gürdal Arslan , Serdar Yüksel

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 and investigate a discrete-time mean field game model involving risk-averse agents. The model under study is a coupled system of dynamic programming equations with a Kolmogorov equation. The agents' risk aversion is modeled by…

最优化与控制 · 数学 2020-12-29 J. Frédéric Bonnans , Pierre Lavigne , Laurent Pfeiffer

Mean-field game theory relies on approximating games that are intractable to model due to a very large to infinite population of players. While these kinds of games can be solved analytically via the associated system of partial…

机器学习 · 计算机科学 2026-04-16 Anna C. M. Thöni , Yoram Bachrach , Tal Kachman

In this paper we consider a mean field approach to modeling the agents flow over a transportation network. In particular, beside a standard framework of mean field games, with controlled dynamics by the agents and costs mass-distribution…

最优化与控制 · 数学 2020-06-18 Fabio Bagagiolo , Rosario Maggistro , Raffaele Pesenti