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A survey on hypergraph representation learning
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 …
naturally modeling a broad range of systems where high-order relationships exist among …
Dynamics on higher-order networks: A review
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 …
But recent research has identified limits of classical networks, where links connect pairs of …
The physics of higher-order interactions in complex systems
Complex networks have become the main paradigm for modelling the dynamics of
interacting systems. However, networks are intrinsically limited to describing pairwise …
interacting systems. However, networks are intrinsically limited to describing pairwise …
Epidemic spreading on higher-order networks
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 …
spreading phenomena, which induce higher-order interactions, and thus can be described …
[HTML][HTML] Networks beyond pairwise interactions: Structure and dynamics
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 …
of the interactions among their units. Over the past decades, a variety of complex systems …
What are higher-order networks?
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 …
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
Higher-order networks have emerged as a powerful framework to model complex systems
and their collective behavior. Going beyond pairwise interactions, they encode structured …
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 …
microbiome research. Although a large number of microbial network construction tools has …
Diversity begets stability: Sublinear growth and competitive coexistence across ecosystems
The worldwide loss of species diversity brings urgency to understanding how diverse
ecosystems maintain stability. Whereas early ecological ideas and classic observations …
ecosystems maintain stability. Whereas early ecological ideas and classic observations …
Strategy evolution on higher-order networks
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 …
as a catalyst for cooperation, where research has focused on pairwise interactions. But …