[HTML][HTML] Networks beyond pairwise interactions: Structure and dynamics

F Battiston, G Cencetti, I Iacopini, V Latora, M Lucas… - Physics reports, 2020 - Elsevier
The complexity of many biological, social and technological systems stems from the richness
of the interactions among their units. Over the past decades, a variety of complex systems …

Tempme: Towards the explainability of temporal graph neural networks via motif discovery

J Chen, R Ying - Advances in Neural Information …, 2023 - proceedings.neurips.cc
Temporal graphs are widely used to model dynamic systems with time-varying interactions.
In real-world scenarios, the underlying mechanisms of generating future interactions in …

Rare and everywhere: Perspectives on scale-free networks

P Holme - Nature communications, 2019 - nature.com
Rare and everywhere: Perspectives on scale-free networks | Nature Communications Skip to
main content Thank you for visiting nature.com. You are using a browser version with limited …

The nature and nurture of network evolution

B Zhou, P Holme, Z Gong, C Zhan, Y Huang… - Nature …, 2023 - nature.com
Although the origin of the fat-tail characteristic of the degree distribution in complex networks
has been extensively researched, the underlying cause of the degree distribution …

Networks of climate change: connecting causes and consequences

P Holme, JC Rocha - Applied Network Science, 2023 - Springer
Understanding the causes and consequences of, and devising countermeasures to, global
warming is a profoundly complex problem. Network representations are sometimes the only …

Network formation and dynamics among multi-llms

M Papachristou, Y Yuan - arxiv preprint arxiv:2402.10659, 2024 - arxiv.org
Social networks fundamentally shape human opinions, behaviors, and the dissemination of
information. As large language models (LLMs) like GPT, Claude, and Llama increasingly …

Learning the mechanisms of network growth

L Touwen, D Bucur, R van der Hofstad, A Garavaglia… - Scientific reports, 2024 - nature.com
We propose a novel model-selection method for dynamic networks. Our approach involves
training a classifier on a large body of synthetic network data. The data is generated by …

Emergence of hierarchy in networked endorsement dynamics

M Kawakatsu, PS Chodrow, N Eikmeier… - Proceedings of the …, 2021 - pnas.org
Many social and biological systems are characterized by enduring hierarchies, including
those organized around prestige in academia, dominance in animal groups, and desirability …

The dynamics of faculty hiring networks

E Lee, A Clauset, DB Larremore - EPJ Data Science, 2021 - epjds.epj.org
Faculty hiring networks—who hires whose graduates as faculty—exhibit steep hierarchies,
which can reinforce both social and epistemic inequalities in academia. Understanding the …

Patterns of patient and caregiver mutual support connections in an online health community

Z Levonian, M Dow, D Erikson, S Ghosh… - Proceedings of the …, 2021 - dl.acm.org
Online health communities offer the promise of support benefits to users, in particular
because these communities enable users to find peers with similar experiences. Building …