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This paper addresses the adaptive consensus problem in uncertain multi-agent systems, particularly under challenges posed by quantized communication. We consider agents with general linear dynamics subject to nonlinear uncertainties and…

最优化与控制 · 数学 2025-06-10 Woocheol Choi , Piljae Jang

In this paper, we study the evolution of opinions over social networks with bounded confidence in social cliques. Node initial opinions are independently and identically distributed; at each time step, nodes review the average opinions of a…

社会与信息网络 · 计算机科学 2021-07-13 Jiangbo Zhang , Deming Yuan , Lei Wang , Claudio Altafini , Guodong Shi

Internet communication channels, e.g., Facebook, Twitter, and email, are multiplex networks that facilitate interaction and information-sharing among individuals. During brief time periods users often use a single communication channel, but…

物理与社会 · 物理学 2019-01-02 Wei Wang , Ming Tang , H. Eugene Stanley , Lidia A. Braunstein

We introduce a statistical physics model for opinion dynamics on random networks where agents adopt the opinion held by the majority of their direct neighbors only if the fraction of these neighbors exceeds a certain threshold, p_u. We find…

物理与社会 · 物理学 2009-11-13 Peter Klimek , Renaud Lambiotte , Stefan Thurner

We reformulate the agent-based opinion dynamics models of Weisbuch-Deffuant and Hegselmann-Krause as interactive Markov chains. So we switch the scope from a finite number of n agents to a finite number of n opinion classes. Thus, we will…

物理与社会 · 物理学 2007-08-27 Jan Lorenz

Can classical consensus models predict the group behavior of large language models (LLMs)? We examine multi-round interactions among LLM agents through the DeGroot framework, where agents exchange text-based messages over diverse…

社会与信息网络 · 计算机科学 2026-01-30 Iris Yazici , Mert Kayaalp , Stefan Taga , Ali H. Sayed

Recently, significant attention has been dedicated to the models of opinion dynamics in which opinions are described by real numbers, and agents update their opinions synchronously by averaging their neighbors' opinions. The neighbors of…

动力系统 · 数学 2011-04-08 Anahita Mirtabatabaei , Francesco Bullo

The proliferation of public networks has enabled instantaneous and interactive communication that transcends temporal and spatial constraints. The vast amount of textual data on the Web has facilitated the study of quantitative analysis of…

物理与社会 · 物理学 2024-04-22 Yasuko Kawahata

In this paper, we analyze a Hegselmann-Krause opinion formation model with attractive-lacking interaction. More precisely, we investigate the situation in which the individuals involved in an opinion formation process interact among…

最优化与控制 · 数学 2024-07-08 Elisa Continelli , Cristina Pignotti

Social networks are not static but rather constantly evolve in time. One of the elements thought to drive the evolution of social network structure is homophily - the need for individuals to connect with others who are similar to them. In…

物理与社会 · 物理学 2012-04-24 P. Singh , S. Sreenivasan , B. K. Szymanski , G. Korniss

We study generalizations of the Hegselmann-Krause (HK) model for opinion dynamics, incorporating features and parameters that are natural components of observed social systems. The first generalization is one where the strength of influence…

动力系统 · 数学 2014-09-29 Avhishek Chatterjee , Anand D. Sarwate , Sriram Vishwanath

Synchronization is an important and prevalent phenomenon in natural and engineered systems. In many dynamical networks, the coupling is balanced or adjusted in order to admit global synchronization, a condition called Laplacian coupling.…

Complex time-varying networks are prominent models for a wide variety of spatiotemporal phenomena. The functioning of networks depends crucially on their connectivity, yet reliable techniques for learning communities in time-evolving…

社会与信息网络 · 计算机科学 2025-09-24 Gary Froyland , Manu Kalia , Péter Koltai

We consider a class of adaptive network models where links can only be created or deleted between nodes in different states. These models provide an approximate description of a set of systems where nodes represent agents moving in physical…

物理与社会 · 物理学 2016-08-24 Li Chen , Cristián Huepe , Thilo Gross

Motivated by the literature on opinion dynamics and evolutionary game theory, we propose a novel mathematical framework to model the intertwined coevolution of opinions and decision-making in a complex social system. In the proposed…

社会与信息网络 · 计算机科学 2021-03-02 Lorenzo Zino , Mengbin Ye , Ming Cao

Understanding how local perturbations induce the transient dynamics of a network of coupled units is essential to control and operate such systems. Often a perturbation initiated in one unit spreads to other units whose dynamical state they…

物理与社会 · 物理学 2021-06-02 Malte Schröder , Xiaozhu Zhang , Justine Wolter , Marc Timme

This paper proposes and analyzes a novel multi-agent opinion dynamics model in which agents have access to actions which are quantized version of the opinions of their neighbors. The model produces different behaviors observed in social…

动力系统 · 数学 2016-02-08 N. R. Chowdhury , I. -C. Morarescu , S. Martin , S. Srikant

The original Hegselmann-Krause (HK) model consists of a set of~$n$ agents that are characterized by their opinion, a number in~$[0, 1]$. Each agent, say agent~$i$, updates its opinion~$x_i$ by taking the average opinion of all its…

动力系统 · 数学 2023-01-25 Hsin-Lun Li

The voter model is an archetypal stochastic process that represents opinion dynamics. In each update, one agent is chosen uniformly at random. The selected agent then copies the current opinion of a randomly selected neighbour. We…

物理与社会 · 物理学 2020-11-20 Michael T. Gastner , Kota Ishida

The adaptive voter model is a paradigmatic model in the study of opinion formation. Here we propose an extension for this model, in which conflicts are resolved by obtaining another opinion, and analytically study the time required for…

物理与社会 · 物理学 2013-10-02 Tim Rogers , Thilo Gross