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超边重叠驱动具有高阶相互作用的系统中的爆发性转变。

Hyperedge overlap drives explosive transitions in systems with higher-order interactions.

作者信息

Malizia Federico, Lamata-Otín Santiago, Frasca Mattia, Latora Vito, Gómez-Gardeñes Jesús

机构信息

Network Science Institute, Northeastern University London, London, UK.

Department of Physics and Astronomy, University of Catania, Catania, Italy.

出版信息

Nat Commun. 2025 Jan 9;16(1):555. doi: 10.1038/s41467-024-55506-1.

Abstract

Recent studies have shown that novel collective behaviors emerge in complex systems due to the presence of higher-order interactions. However, how the collective behavior of a system is influenced by the microscopic organization of its higher-order interactions is not fully understood. In this work, we introduce a way to quantify the overlap among the hyperedges of a higher-order network, and we show that real-world systems exhibit different levels of intra-order hyperedge overlap. We then study two types of dynamical processes on higher-order networks, namely complex contagion and synchronization, finding that intra-order hyperedge overlap plays a universal role in determining the collective behavior in a variety of systems. Our results demonstrate that the presence of higher-order interactions alone does not guarantee abrupt transitions. Rather, explosivity and bistability require a microscopic organization of the structure with a low value of intra-order hyperedge overlap.

摘要

最近的研究表明,由于高阶相互作用的存在,复杂系统中会出现新的集体行为。然而,系统的集体行为如何受到其高阶相互作用的微观组织的影响,目前尚未完全理解。在这项工作中,我们引入了一种量化高阶网络超边之间重叠的方法,并且我们表明现实世界的系统表现出不同程度的序内超边重叠。然后,我们研究了高阶网络上的两种动力学过程,即复杂传播和同步,发现序内超边重叠在确定各种系统中的集体行为方面起着普遍作用。我们的结果表明,仅高阶相互作用的存在并不能保证突然转变。相反,爆发性和双稳性需要结构的微观组织具有低值的序内超边重叠。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fb83/11718204/59d846767c5b/41467_2024_55506_Fig1_HTML.jpg

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