Group dynamics shape contagion onsets and multistable active phases under collective reinforcement
Santiago Lamata-Ot\'in, Federico Malizia, Leah A. Keating, Guillaume St-Onge, Vito Latora, Jes\'us G\'omez-Garde\~nes, Laurent H\'ebert-Dufresne

TL;DR
This paper demonstrates that group dynamics critically influence contagion phase transitions, revealing complex behaviors and multistability in systems with time-varying structures, challenging static assumptions.
Contribution
It introduces an analytically tractable model incorporating group turnover, showing how dynamic group composition affects contagion transitions and phase diagrams.
Findings
Time-varying structures can induce discontinuous phase transitions.
Multistable active phases with coexisting states are observed.
Static models may underestimate the nonlinear reinforcement needed for discontinuous transitions.
Abstract
Group-based reinforcement can induce discontinuous transitions from inactive to active phases in higher-order contagion models. However, these results are typically obtained on static interaction structures or within mean-field approximations that neglect temporal changes in group composition. Here, we show that group dynamics is not a secondary effect but a central aspect that determines the macroscopic transition class of higher-order contagion processes. We develop an analytically tractable approximate master equation model that effectively interpolates between quenched and mean-field limits through a group composition turnover rate. Our results reveal the rich impact of time-varying structures: it can induce discontinuous phase transition, broaden the bistable region, and at the same time promote or suppress contagion near criticality. Moreover, when real-world turnover rates and…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
