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Dynamical robustness of network of oscillators
Most complex systems are nonlinear, relying on emergent behavior resulting from many
interacting subsystems, which are often characterized by oscillatory dynamics. Having …
interacting subsystems, which are often characterized by oscillatory dynamics. Having …
Superhypergraph neural networks and plithogenic graph neural networks: Theoretical foundations
T Fujita - arxiv preprint arxiv:2412.01176, 2024 - arxiv.org
Hypergraphs extend traditional graphs by allowing edges to connect multiple nodes, while
superhypergraphs further generalize this concept to represent even more complex …
superhypergraphs further generalize this concept to represent even more complex …
Mixtures recomposition by neural nets: a multidisciplinary overview
Artificial Neural Networks (ANNs) are transforming how we understand chemical mixtures,
providing an expressive view of the chemical space and multiscale processes. Their …
providing an expressive view of the chemical space and multiscale processes. Their …
Community detection in large hypergraphs
Hypergraphs, describing networks where interactions take place among any number of
units, are a natural tool to model many real-world social and biological systems. Here, we …
units, are a natural tool to model many real-world social and biological systems. Here, we …
Collective dynamics of swarmalators with higher-order interactions
Higher-order interactions shape collective dynamics, but how they affect transitions between
different states in swarmalator systems is yet to be determined. To that effect, we here study …
different states in swarmalator systems is yet to be determined. To that effect, we here study …
Hyperedge overlap drives explosive transitions in systems with higher-order interactions
Recent studies have shown that novel collective behaviors emerge in complex systems due
to the presence of higher-order interactions. However, how the collective behavior of a …
to the presence of higher-order interactions. However, how the collective behavior of a …
[PDF][PDF] XGI: A Python package for higher-order interaction networks
Summary CompleX Group Interactions (XGI) is a library for analyzing higher-order networks.
Such networks are used to model interactions of arbitrary size between entities in a complex …
Such networks are used to model interactions of arbitrary size between entities in a complex …
Global synchronization in generalized multilayer higher-order networks
Networks incorporating higher-order interactions are increasingly recognized for their ability
to introduce novel dynamics into various processes, including synchronization. Previous …
to introduce novel dynamics into various processes, including synchronization. Previous …
Hypergraphx: a library for higher-order network analysis
From social to biological systems, many real-world systems are characterized by higher-
order, non-dyadic interactions. Such systems are conveniently described by hypergraphs …
order, non-dyadic interactions. Such systems are conveniently described by hypergraphs …
Triadic approximation reveals the role of interaction overlap on the spread of complex contagions on higher-order networks
Contagion processes relying on the exposure to multiple sources are prevalent in social
systems, and are effectively represented by hypergraphs. In this Letter, we derive a mean …
systems, and are effectively represented by hypergraphs. In this Letter, we derive a mean …