Higher-order interactions shape collective dynamics differently in hypergraphs and simplicial complexes

Yuanzhao Zhang, Maxime Lucas, Federico Battiston

    Résultats de recherche: Contribution à un journal/une revueArticleRevue par des pairs

    Résumé

    Higher-order networks have emerged as a powerful framework to model complex systems and their collective behavior. Going beyond pairwise interactions, they encode structured relations among arbitrary numbers of units through representations such as simplicial complexes and hypergraphs. So far, the choice between simplicial complexes and hypergraphs has often been motivated by technical convenience. Here, using synchronization as an example, we demonstrate that the effects of higher-order interactions are highly representation-dependent. In particular, higher-order interactions typically enhance synchronization in hypergraphs but have the opposite effect in simplicial complexes. We provide theoretical insight by linking the synchronizability of different hypergraph structures to (generalized) degree heterogeneity and cross-order degree correlation, which in turn influence a wide range of dynamical processes from contagion to diffusion. Our findings reveal the hidden impact of higher-order representations on collective dynamics, highlighting the importance of choosing appropriate representations when studying systems with nonpairwise interactions.
    langue originaleAnglais
    Numéro d'article1605
    journalNature Communications
    Volume14
    Numéro de publication1
    Les DOIs
    Etat de la publicationPublié - 23 mars 2023

    Financement

    We thank Alessio Lapolla, George Cantwell, Giovanni Petri, Nicholas Landry, and Steven Strogatz for insightful discussions. Y.Z. acknowledges support from the Schmidt Science Fellowship and Omidyar Fellowship. M.L. acknowledges partial support from Intesa Sanpaolo Innovation Center.

    Bailleurs de fonds
    Intesa Sanpaolo Innovation Center

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