Higher-order contagion processes in 3.99 dimensions
arXiv:2502.18004 · doi:10.1103/98rn-9x9q
Abstract
Higher-order interactions have recently emerged as a promising framework for describing new dynamical phenomena in heterogeneous contagion processes. However, a fundamental open question is how to understand their contribution from the perspective of the physics of critical phenomena. Based on a mesoscopic field-theoretic Langevin description, we show that: (i) pairwise mechanisms such as facilitation or thresholding are formally equivalent to higher-order ones, (ii) pairwise interactions at coarse-grained scales govern the higher-order contact process and, (iii) the interplay between noise and topology is determined by the network spectral dimension. In short, we demonstrate that classical field theories, rooted on model symmetries and/or network dimensionality, still capture the nature of the phase transition, also predicting finite-size effects in real and synthetic networks.
6 pages, 4 figures, and Supplementary Material
References in corpus (30)
- Statistical mechanics of complex networks
- Epidemic processes in complex networks
- Identification of influential spreaders in complex networks
- Growing Scale-Free Networks with Tunable Clustering
- The physics of higher-order interactions in complex systems
- Simplicial models of social contagion
- High-resolution measurements of face-to-face contact patterns in a primary school
- Contact patterns in a high school: a comparison between data collected using wearable sensors, contact diaries and friendship surveys
- Homophily, Cultural Drift and the Co-Evolution of Cultural Groups
- Griffiths phases and the stretching of criticality in brain networks
- Contact patterns among high school students
- Can co-location be used as a proxy for face-to-face contacts?
- Social contagion models on hypergraphs
- Data on face-to-face contacts in an office building suggests a low-cost vaccination strategy based on community linkers
- Landau-Ginzburg theory of cortex dynamics: Scale-free avalanches emerge at the edge of synchronization
- Explosive Phenomena in Complex Networks
- Disentangling high-order mechanisms and high-order behaviours in complex systems
- Discontinuous Percolation Transitions in Epidemic Processes, Surface Depinning in Random Media and Hamiltonian Random Graphs
- Critical behaviors in contagion dynamics
- Towards Classification of Phase Transitions in Reaction--Diffusion Models
- A simple unified view of branching process statistics: random walks in balanced logarithmic potentials
- Quenched disorder forbids discontinuous transitions in nonequilibrium low-dimensional systems
- Phase Transitions in Cooperative Coinfections: Simulation Results for Networks and Lattices
- Hyperedge overlap drives explosive collective behaviors in systems with higher-order interactions
- Higher-Order Components Dictate Higher-Order Contagion Dynamics in Hypergraphs
- A triadic approximation reveals the role of interaction overlap on the spread of complex contagions on higher-order networks
- Complex networks with tuneable dimensions as a universality playground
- Early signatures of regime shifts in gene expression dynamics
- Classes of critical avalanche dynamics in complex networks
- Networks with many structural scales: a Renormalization Group perspective