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 …

[HTML][HTML] Living on the edge: network neuroscience beyond nodes

RF Betzel, J Faskowitz, O Sporns - Trends in cognitive sciences, 2023 - cell.com
Network neuroscience has emphasized the connectional properties of neural elements–
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

H Cui, W Dai, Y Zhu, X Kan, AAC Gu… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
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 …

Neuroscience needs network science

DL Barabási, G Bianconi, E Bullmore… - Journal of …, 2023 - Soc Neuroscience
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 …

Weighted simplicial complexes and their representation power of higher-order network data and topology

F Baccini, F Geraci, G Bianconi - Physical Review E, 2022 - APS
Hypergraphs and simplical complexes both capture the higher-order interactions of complex
systems, ranging from higher-order collaboration networks to brain networks. One open …

[HTML][HTML] The dynamic nature of percolation on networks with triadic interactions

H Sun, F Radicchi, J Kurths, G Bianconi - Nature Communications, 2023 - nature.com
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 …

Global topological synchronization on simplicial and cell complexes

T Carletti, L Giambagli, G Bianconi - Physical review letters, 2023 - APS
Topological signals, ie, dynamical variables defined on nodes, links, triangles, etc. of higher-
order networks, are attracting increasing attention. However, the investigation of their …

Dirac signal processing of higher-order topological signals

L Calmon, MT Schaub, G Bianconi - New Journal of Physics, 2023 - iopscience.iop.org
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 …

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 …

A connectomics-based taxonomy of mammals

LE Suarez, Y Yovel, MP van den Heuvel, O Sporns… - Elife, 2022 - elifesciences.org
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 …