TY - JOUR
T1 - Hyperedge overlap drives explosive transitions in systems with higher-order interactions
AU - Malizia, Federico
AU - Lamata-Otín, Santiago
AU - Frasca, Mattia
AU - Latora, Vito
AU - Gómez-Gardeñes, Jesús
N1 - Publisher Copyright:
© The Author(s) 2025.
PY - 2025/1/9
Y1 - 2025/1/9
N2 - 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.
AB - 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.
UR - https://www.scopus.com/pages/publications/85214909777
U2 - 10.1038/s41467-024-55506-1
DO - 10.1038/s41467-024-55506-1
M3 - Article
C2 - 39788931
AN - SCOPUS:85214909777
SN - 2041-1723
VL - 16
JO - Nature Communications
JF - Nature Communications
IS - 1
M1 - 555
ER -