Causation in neuroscience: Keeping mechanism meaningful
LN Ross, DS Bassett - Nature Reviews Neuroscience, 2024 - nature.com
A fundamental goal of research in neuroscience is to uncover the causal structure of the
brain. This focus on causation makes sense, because causal information can provide …
brain. This focus on causation makes sense, because causal information can provide …
[HTML][HTML] Living on the edge: network neuroscience beyond nodes
Network neuroscience has emphasized the connectional properties of neural elements–
cells, populations, and regions. This has come at the expense of the anatomical and …
cells, populations, and regions. This has come at the expense of the anatomical and …
Braingb: a benchmark for brain network analysis with graph neural networks
Mapping the connectome of the human brain using structural or functional connectivity has
become one of the most pervasive paradigms for neuroimaging analysis. Recently, Graph …
become one of the most pervasive paradigms for neuroimaging analysis. Recently, Graph …
Neuroscience needs network science
The brain is a complex system comprising a myriad of interacting neurons, posing significant
challenges in understanding its structure, function, and dynamics. Network science has …
challenges in understanding its structure, function, and dynamics. Network science has …
Weighted simplicial complexes and their representation power of higher-order network data and topology
Hypergraphs and simplical complexes both capture the higher-order interactions of complex
systems, ranging from higher-order collaboration networks to brain networks. One open …
systems, ranging from higher-order collaboration networks to brain networks. One open …
[HTML][HTML] The dynamic nature of percolation on networks with triadic interactions
Percolation establishes the connectivity of complex networks and is one of the most
fundamental critical phenomena for the study of complex systems. On simple networks …
fundamental critical phenomena for the study of complex systems. On simple networks …
Global topological synchronization on simplicial and cell complexes
Topological signals, ie, dynamical variables defined on nodes, links, triangles, etc. of higher-
order networks, are attracting increasing attention. However, the investigation of their …
order networks, are attracting increasing attention. However, the investigation of their …
Dirac signal processing of higher-order topological signals
Higher-order networks can sustain topological signals which are variables associated not
only to the nodes, but also to the links, to the triangles and in general to the higher …
only to the nodes, but also to the links, to the triangles and in general to the higher …
Information propagation in multilayer systems with higher-order interactions across timescales
G Nicoletti, DM Busiello - Physical Review X, 2024 - APS
Complex systems are characterized by multiple spatial and temporal scales. A natural
framework to capture their multiscale nature is that of multilayer networks, where different …
framework to capture their multiscale nature is that of multilayer networks, where different …
A connectomics-based taxonomy of mammals
Mammalian taxonomies are conventionally defined by morphological traits and genetics.
How species differ in terms of neural circuits and whether inter-species differences in neural …
How species differ in terms of neural circuits and whether inter-species differences in neural …