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Mean-field theory is a powerful tool for studying large neural networks. However, when the system is composed of a few neurons, macroscopic differences between the mean-field approximation and the real behavior of the network can arise.…

神经元与认知 · 定量生物学 2016-09-28 Diego Fasoli , Anna Cattani , Stefano Panzeri

Recent advances in spatial and temporal networks have enabled researchers to more-accurately describe many real-world systems such as urban transport networks. In this paper, we study the response of real-world spatio-temporal networks to…

物理与社会 · 物理学 2016-07-05 Matthew J. Williams , Mirco Musolesi

We study the stability in finite times of the trajectories of interacting particles. Our aim is to show that in average and uniformly in the number of particles, two trajectories whose initial positions in phase space are close, remain…

偏微分方程分析 · 数学 2013-05-10 Julien Barré , Maxime Hauray , Pierre-Emmanuel Jabin

We study the problem of learning unknown parameters in stochastic interacting particle systems with polynomial drift, interaction and diffusion functions from the path of one single particle in the system. Our estimator is obtained by…

数值分析 · 数学 2024-01-30 Grigorios A. Pavliotis , Andrea Zanoni

We derive a class of macroscopic differential equations that describe collective adaptation, starting from a discrete-time stochastic microscopic model. The behavior of each agent is a dynamic balance between adaptation that locally…

适应与自组织系统 · 物理学 2024-05-15 Yuzuru Sato , Eizo Akiyama , James P. Crutchfield

We consider stochastic differential games with a large number of players, with the aim of quantifying the gap between closed-loop, open-loop and distributed equilibria. We show that, under two different semi-monotonicity conditions, the…

概率论 · 数学 2025-05-06 Marco Cirant , Joe Jackson , Davide Francesco Redaelli

Mean field games formalize dynamic games with a continuum of players and explicit interaction where the players can have heterogeneous states. As they additionally yield approximate equilibria of corresponding $N$-player games, they are of…

最优化与控制 · 数学 2020-01-09 Berenice Anne Neumann

The article considers systems of interacting particles on networks with adaptively coupled dynamics. Such processes appear frequently in natural processes and applications. Relying on the notion of graph convergence, we prove that for large…

动力系统 · 数学 2026-05-20 Sebastian Throm

A central question in routing games has been to establish conditions for the uniqueness of the equilibrium, either in terms of network topology or in terms of costs. This question is well understood in two classes of routing games. The…

计算机科学与博弈论 · 计算机科学 2016-01-01 Eitan Altman , Corinne Touati

We formulate the MFG limit for $N$ interacting agents with a common noise as a single quasi-linear deterministic infinite-dimensional partial differential second order backward equation. We prove that any its (regular enough) solution…

概率论 · 数学 2022-04-21 Vassili Kolokoltsov , Marianna Troeva

We analyze the problem of distributed power allocation for orthogonal multiple access channels by considering a continuous non-cooperative game whose strategy space represents the users' distribution of transmission power over the network's…

计算机科学与博弈论 · 计算机科学 2015-03-19 Panayotis Mertikopoulos , Elena V. Belmega , Aris L. Moustakas , Samson Lasaulce

Dynamical systems of N particles in \R^{D} interacting by a singular pair potential of mean field type are considered. The systems are assumed to be of gradient type and the existence of a macroscopic limit in the many particle limit is…

数学物理 · 物理学 2016-10-17 Robert J. Berman , Magnus Önnheim

This paper introduces and analyzes a new class of mean-field control (\textsc{MFC}) problems in which agents interact through a \emph{fixed but controllable} network structure. In contrast with the classical \textsc{MFC} framework -- where…

最优化与控制 · 数学 2025-11-07 Mao Fabrice Djete

The mean-field limit of a Markovian model describing the interaction of several classes of permanent connections in a network is analyzed. Each of the connections has a self-adaptive behavior in that its transmission rate along its route…

概率论 · 数学 2009-12-15 Carl Graham , Philippe Robert

Biological and social networks have recently attracted enormous attention between physicists. Among several, two main aspects may be stressed: A non trivial topology of the graph describing the mutual interactions between agents exists…

统计力学 · 物理学 2015-05-19 Adriano Barra , Elena Agliari

A recent body of experimental literature has studied empirical game-theoretical analysis, in which we have partial knowledge of a game, consisting of observations of a subset of the pure-strategy profiles and their associated payoffs to…

计算机科学与博弈论 · 计算机科学 2014-02-13 John Fearnley , Martin Gairing , Paul Goldberg , Rahul Savani

The majority of analysis of interacting systems is done for weak and well-balanced interactions, when in fact topology and rare event factors often result in strong and sign-biased interactions when considering real systems. We analyse the…

无序系统与神经网络 · 物理学 2025-09-30 Tommaso Jack Leonardi , Amos Maritan , Sandro Azaele

This article proposes a unified framework to study non-exchangeable mean-field particle systems with some general interaction mechanisms. The starting point is a fixed-point formulation of particle systems originally due to Tanaka that…

概率论 · 数学 2025-10-07 Louis-Pierre Chaintron , Antoine Diez

We consider interacting systems particle driven by i.i.d. fractional Brownian motions, subject to irregular, possibly distributional, pairwise interactions. We show propagation of chaos and mean field convergence to the law of the…

概率论 · 数学 2025-12-02 Lucio Galeati , Khoa Lê , Avi Mayorcas

This paper analyzes stochastic networks consisting of a set of finite capacity sites where different classes of individuals move according to some routing policy. The associated Markov jump processes are analyzed under a thermodynamic limit…

概率论 · 数学 2009-09-29 Nelson Antunes , Christine Fricker , Philippe Robert , Danielle Tibi