Collective dynamics on higher-order networks

IF 46.6 1区 物理与天体物理 Q1 PHYSICS, APPLIED
Federico Battiston, Christian Bick, Maxime Lucas, Ana P. Millán, Per Sebastian Skardal, Yuanzhao Zhang
{"title":"Collective dynamics on higher-order networks","authors":"Federico Battiston, Christian Bick, Maxime Lucas, Ana P. Millán, Per Sebastian Skardal, Yuanzhao Zhang","doi":"10.1038/s42254-025-00916-3","DOIUrl":null,"url":null,"abstract":"Higher-order interactions that nonlinearly couple more than two nodes are important in many networked systems, and their effects on collective dynamics are increasingly being studied. Here, we provide an overview of this rapidly growing field and of the techniques that can be used to describe and analyse them. We focus in particular on new phenomena and challenges that emerge when non-pairwise interactions are considered. We conclude by discussing open questions and promising future directions on the collective dynamics of higher-order networks. This Review surveys how higher-order interactions, which link more than two units at a time, reshape collective dynamics in complex systems. New synchronization phenomena, analytical frameworks and emerging methods to reduce or infer higher-order structure from data, are highlighted.","PeriodicalId":19024,"journal":{"name":"Nature Reviews Physics","volume":"8 3","pages":"146-159"},"PeriodicalIF":46.6000,"publicationDate":"2026-02-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Nature Reviews Physics","FirstCategoryId":"101","ListUrlMain":"https://www.nature.com/articles/s42254-025-00916-3","RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PHYSICS, APPLIED","Score":null,"Total":0}
引用次数: 0

Abstract

Higher-order interactions that nonlinearly couple more than two nodes are important in many networked systems, and their effects on collective dynamics are increasingly being studied. Here, we provide an overview of this rapidly growing field and of the techniques that can be used to describe and analyse them. We focus in particular on new phenomena and challenges that emerge when non-pairwise interactions are considered. We conclude by discussing open questions and promising future directions on the collective dynamics of higher-order networks. This Review surveys how higher-order interactions, which link more than two units at a time, reshape collective dynamics in complex systems. New synchronization phenomena, analytical frameworks and emerging methods to reduce or infer higher-order structure from data, are highlighted.

Abstract Image

高阶网络上的集体动力学
在许多网络系统中,两个以上节点非线性耦合的高阶相互作用是非常重要的,它们对集体动力学的影响正在得到越来越多的研究。在这里,我们概述了这个快速发展的领域,以及可以用来描述和分析它们的技术。我们特别关注在考虑非成对相互作用时出现的新现象和挑战。最后,我们讨论了关于高阶网络集体动力学的开放问题和有希望的未来方向。这篇综述调查了高阶相互作用是如何在一个时间连接两个以上的单位,重塑复杂系统中的集体动力学。强调了新的同步现象、分析框架和从数据中减少或推断高阶结构的新方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
CiteScore
47.80
自引率
0.50%
发文量
122
期刊介绍: Nature Reviews Physics is an online-only reviews journal, part of the Nature Reviews portfolio of journals. It publishes high-quality technical reference, review, and commentary articles in all areas of fundamental and applied physics. The journal offers a range of content types, including Reviews, Perspectives, Roadmaps, Technical Reviews, Expert Recommendations, Comments, Editorials, Research Highlights, Features, and News & Views, which cover significant advances in the field and topical issues. Nature Reviews Physics is published monthly from January 2019 and does not have external, academic editors. Instead, all editorial decisions are made by a dedicated team of full-time professional editors.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信
小红书