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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

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 present examples of equations arising in the theory of mean field games that can be reduced to a system in smaller dimensions. Such examples come up in certain applications, and they can be used as modeling tools to numerically…

偏微分方程分析 · 数学 2021-05-07 Jean-Michel Lasry , Pierre-Louis Lions , Benjamin Seeger

In this paper, we consider a mean field game model inspired by crowd motion in which several interacting populations evolving in $\mathbb R^d$ aim at reaching given target sets in minimal time. The movement of each agent is described by a…

最优化与控制 · 数学 2022-08-16 Saeed Sadeghi Arjmand , Guilherme Mazanti

In this paper, we study a class of discrete-time mean-field games under the infinite-horizon risk-sensitive discounted-cost optimality criterion. Risk-sensitivity is introduced for each agent (player) via an exponential utility function. In…

最优化与控制 · 数学 2018-10-08 Naci Saldi , Tamer Basar , Maxim Raginsky

In this paper, we introduce discrete-time linear mean-field games subject to an infinite-horizon discounted-cost optimality criterion. The state space of a generic agent is a compact Borel space. At every time, each agent is randomly…

系统与控制 · 电气工程与系统科学 2023-01-18 Naci Saldi

In Mean Field Games of Controls, the dynamics of the single agent is influenced not only by the distribution of the agents, as in the classical theory, but also by the distribution of their optimal strategies. In this paper, we study…

偏微分方程分析 · 数学 2023-02-01 Fabio Camilli , Claudio Marchi

We propose a new mean-field game model with two states to study synchronization phenomena, and we provide a comprehensive characterization of stationary and dynamic equilibria along with their stability properties. The game undergoes a…

最优化与控制 · 数学 2024-08-21 Felix Höfer , H. Mete Soner

We consider deterministic mean field games where the dynamics of a typical agent is non-linear with respect to the state variable and affine with respect to the control variable. Particular instances of the problem considered here are mean…

最优化与控制 · 数学 2022-12-21 Justina Gianatti , Francisco J. Silva

This paper investigates a novel class of mean field games involving a major agent and numerous minor agents, where the agents' functionals are recursive with nonlinear backward stochastic differential equation (BSDE) representations. We…

最优化与控制 · 数学 2024-12-17 Jianhui Huang , Wenqiang Li , Harry Zheng

We propose a novel algorithm for the solution of mean-payoff games that merges together two seemingly unrelated concepts introduced in the context of parity games, small progress measures and quasi dominions. We show that the integration of…

计算机科学中的逻辑 · 计算机科学 2019-07-16 Massimo Benerecetti , Daniele Dell'Erba , Fabio Mogavero

Technology development efforts in autonomy and cyber-defense have been evolving independently of each other, over the past decade. In this paper, we report our ongoing effort to integrate these two presently distinct areas into a single…

计算机科学与博弈论 · 计算机科学 2020-02-07 Mohamadreza Ahmadi , Arun A. Viswanathan , Michel D. Ingham , Kymie Tan , Aaron D. Ames

We review the recent approaches to modelling financial markets based on multi-agent systems. After a brief summary of the basic stylised facts observed in real-market time-series we discuss some simple agent-based systems which are…

物理与社会 · 物理学 2008-12-02 Tobias Galla , Giancarlo Mosetti , Yi-Cheng Zhang

We investigate a variant of the standard Bennati-Dragulescu-Yakovenko (BDY) game \cite{dragulescu_statistical_2000} inspired by the very recent work \cite{blom_hallmarks_2024}, where agents involving in a money exchange dynamics are…

概率论 · 数学 2025-05-13 Fei Cao

We present a new notion of solution for mean field games master equations. This notion allows us to work with solutions which are merely continuous. We prove first results of uniqueness and stability for such solutions. It turns out that…

偏微分方程分析 · 数学 2020-07-24 Charles Bertucci

In this paper, we consider a first-order deterministic mean field game model inspired by crowd motion in which agents moving in a given domain aim to reach a given target set in minimal time. To model interaction between agents, we assume…

最优化与控制 · 数学 2022-02-21 Saeed Sadeghi Arjmand , Guilherme Mazanti

Methods like multi-agent reinforcement learning struggle to scale with growing population size. Mean-field games (MFGs) are a game-theoretic approach that can circumvent this by finding a solution for an abstract infinite population, which…

多智能体系统 · 计算机科学 2025-12-23 Patrick Benjamin , Alessandro Abate

We discuss a class of explicitly solvable mean field type control problems/mean field games with a clear economic interpretation. More precisely, we consider long term average impulse control problems with underlying general one-dimensional…

最优化与控制 · 数学 2021-04-28 Sören Christensen , Berenice Anne Neumann , Tobias Sohr

A latent bandit problem is one in which the learning agent knows the arm reward distributions conditioned on an unknown discrete latent state. The primary goal of the agent is to identify the latent state, after which it can act optimally.…

机器学习 · 计算机科学 2020-06-17 Joey Hong , Branislav Kveton , Manzil Zaheer , Yinlam Chow , Amr Ahmed , Craig Boutilier

We formulate a theory of agent-based models in which agents compete to be in a winning group. The agents may be part of a network or not, and the winning group may be a minority group or not. The novel feature of the present formalism is…

无序系统与神经网络 · 物理学 2009-11-10 T. S. Lo , H. Y. Chan , P. M. Hui , N. F. Johnson