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Deeper but smaller: Higher-order interactions increase linear stability but shrink basins

Yuanzhao Zhang, Per Sebastian Skardal, Federico Battiston, Giovanni Petri, Maxime Lucas

2024Science Advances31 citationsDOIOpen Access PDF

Abstract

A key challenge of nonlinear dynamics and network science is to understand how higher-order interactions influence collective dynamics. Although many studies have approached this question through linear stability analysis, less is known about how higher-order interactions shape the global organization of different states. Here, we shed light on this issue by analyzing the rich patterns supported by identical Kuramoto oscillators on hypergraphs. We show that higher-order interactions can have opposite effects on linear stability and basin stability: They stabilize twisted states (including full synchrony) by improving their linear stability, but also make them hard to find by markedly reducing their basin size. Our results highlight the importance of understanding higher-order interactions from both local and global perspectives.

Topics & Concepts

Stability (learning theory)Order (exchange)Nonlinear systemComputer scienceLinear stabilityStatistical physicsStructural basinPhysicsGeologyEconomicsMachine learningQuantum mechanicsPaleontologyFinanceNonlinear Dynamics and Pattern FormationSlime Mold and Myxomycetes ResearchNeural dynamics and brain function
Deeper but smaller: Higher-order interactions increase linear stability but shrink basins | Litcius