A survey on hypergraph representation learning

A Antelmi, G Cordasco, M Polato, V Scarano… - ACM Computing …, 2023 - dl.acm.org
Hypergraphs have attracted increasing attention in recent years thanks to their flexibility in
naturally modeling a broad range of systems where high-order relationships exist among …

Dynamics on higher-order networks: A review

S Majhi, M Perc, D Ghosh - Journal of the Royal Society …, 2022 - royalsocietypublishing.org
Network science has evolved into an indispensable platform for studying complex systems.
But recent research has identified limits of classical networks, where links connect pairs of …

The physics of higher-order interactions in complex systems

F Battiston, E Amico, A Barrat, G Bianconi… - Nature Physics, 2021 - nature.com
Complex networks have become the main paradigm for modelling the dynamics of
interacting systems. However, networks are intrinsically limited to describing pairwise …

Epidemic spreading on higher-order networks

W Wang, Y Nie, W Li, T Lin, MS Shang, S Su, Y Tang… - Physics Reports, 2024 - Elsevier
Gathering events, eg, going to gyms and meetings, are ubiquitous and crucial in the
spreading phenomena, which induce higher-order interactions, and thus can be described …

[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 …

What are higher-order networks?

C Bick, E Gross, HA Harrington, MT Schaub - SIAM review, 2023 - SIAM
Network-based modeling of complex systems and data using the language of graphs has
become an essential topic across a range of different disciplines. Arguably, this graph-based …

Higher-order interactions shape collective dynamics differently in hypergraphs and simplicial complexes

Y Zhang, M Lucas, F Battiston - Nature communications, 2023 - nature.com
Higher-order networks have emerged as a powerful framework to model complex systems
and their collective behavior. Going beyond pairwise interactions, they encode structured …

Open challenges for microbial network construction and analysis

K Faust - The ISME Journal, 2021 - academic.oup.com
Microbial network construction is a popular explorative data analysis technique in
microbiome research. Although a large number of microbial network construction tools has …

Diversity begets stability: Sublinear growth and competitive coexistence across ecosystems

IA Hatton, O Mazzarisi, A Altieri, M Smerlak - Science, 2024 - science.org
The worldwide loss of species diversity brings urgency to understanding how diverse
ecosystems maintain stability. Whereas early ecological ideas and classic observations …

Strategy evolution on higher-order networks

A Sheng, Q Su, L Wang, JB Plotkin - Nature Computational Science, 2024 - nature.com
Cooperation is key to prosperity in human societies. Population structure is well understood
as a catalyst for cooperation, where research has focused on pairwise interactions. But …