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

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.

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Publication Details

Journal
Nature Communications
Published
2025-01-09
DOI
https://doi.org/10.1038/s41467-024-55506-1
Citations
33
Primary Topic
Complex Network Analysis Techniques
Type
article
Field-Weighted Citation Impact
43.68

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article

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

Vito Latora, Mattia Frasca, Federico Malizia, Jesús Gómez‐Gardeñes et al.
33 citations
Nature Communications
Complex Network Analysis Techniques
43.68
article

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

Vito Latora, Mattia Frasca, Federico Malizia, Jesús Gómez‐Gardeñes, Santiago Lamata-Otín
article en
33 citations

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.

Nature CommunicationsVol. 16(1)
Queen Mary University of London (GB), Universidad de Zaragoza (ES), University of Catania (IT), Complexity Science Hub (AT), Osservatorio Astrofisico di Catania (IT)
European Commission, Ministerio de Ciencia e Innovación, Gobierno de Aragón, Natural Environment Research Council, European Social Fund
Climate action
Openalex Percentile: Top 0%
Complex Network Analysis Techniques
43.68
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Hyperedge overlap drives explosive transitions in systems with higher-order interactions — Vito Latora, Mattia Frasca, et al. · Nature Communications (2025) | TGRS Research Map | TGRS