Social contagion on hypergraphs with role-differentiated higher-order interactions
Juntao Lu,
Jianlin Zhang,
Qiang Xue,
Siqi Zhao,
Yanni Liu,
Longqing Cui and
Fanyuan Meng
Physica A: Statistical Mechanics and its Applications, 2025, vol. 678, issue C
Abstract:
Existing research on complex social contagion frequently neglects the role differentiation inherent in higher-order structures. To address this gap, we introduce a hypergraph-based contagion model that explicitly distinguishes between leader and follower roles within hyperedges (groups). The model incorporates key parameters: activation threshold, follower influence weight, and symmetric and asymmetric group sizes. We derive a self-consistency equation characterizing the cascade size and identify the critical seed sizes associated with first-order phase transitions. Our results demonstrate that increasing follower influence enhances contagion dynamics through peer reinforcement, facilitating large-scale cascades initiated by smaller initial seeds. Crucially, configurations involving smaller symmetric leader-follower group sizes reduce the critical seed size. Furthermore, distributions of leader and follower group sizes following Poisson distributions generally lower the critical seed size compared to fixed-size configurations, attributable to increased structural heterogeneity. These findings provide a basic understanding of threshold-driven contagion in role-differentiated, higher-order systems and provide an analytical framework for modeling diffusion processes in domains such as education, marketing, and political mobilization.
Keywords: Hypergraphs; Higher-order interaction; Complex social contagion; Role-differentiation (search for similar items in EconPapers)
Date: 2025
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Persistent link: https://EconPapers.repec.org/RePEc:eee:phsmap:v:678:y:2025:i:c:s0378437125005990
DOI: 10.1016/j.physa.2025.130947
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