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.
Authors
- Vito Latora (ORCID: https://orcid.org/0000-0002-0984-8038)
- Mattia Frasca (ORCID: https://orcid.org/0000-0002-4361-0576)
- Federico Malizia (ORCID: https://orcid.org/0000-0003-0991-3861)
- Jesús Gómez‐Gardeñes (ORCID: https://orcid.org/0000-0001-5204-1937)
- Santiago Lamata-Otín (ORCID: https://orcid.org/0009-0004-0247-4792)
Institutions
- Queen Mary University of London (GB)
- Universidad de Zaragoza (ES)
- University of Catania (IT)
- Complexity Science Hub (AT)
- Osservatorio Astrofisico di Catania (IT)
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
Funders
- European Commission
- Ministerio de Ciencia e Innovación
- Gobierno de Aragón
- Natural Environment Research Council
- European Social Fund