[HTML][HTML] Linking structure and function in macroscale brain networks

LE Suárez, RD Markello, RF Betzel, B Misic - Trends in cognitive sciences, 2020 - cell.com
Structure–function relationships are a fundamental principle of many naturally occurring
systems. However, network neuroscience research suggests that there is an imperfect link …

Network neuroscience

DS Bassett, O Sporns - Nature neuroscience, 2017 - nature.com
Despite substantial recent progress, our understanding of the principles and mechanisms
underlying complex brain function and cognition remains incomplete. Network neuroscience …

Sparsity in deep learning: Pruning and growth for efficient inference and training in neural networks

T Hoefler, D Alistarh, T Ben-Nun, N Dryden… - Journal of Machine …, 2021 - jmlr.org
The growing energy and performance costs of deep learning have driven the community to
reduce the size of neural networks by selectively pruning components. Similarly to their …

Communication dynamics in complex brain networks

A Avena-Koenigsberger, B Misic… - Nature reviews …, 2018 - nature.com
Neuronal signalling and communication underpin virtually all aspects of brain activity and
function. Network science approaches to modelling and analysing the dynamics of …

On the nature and use of models in network neuroscience

DS Bassett, P Zurn, JI Gold - Nature Reviews Neuroscience, 2018 - nature.com
Network theory provides an intuitively appealing framework for studying relationships
among interconnected brain mechanisms and their relevance to behaviour. As the space of …

[HTML][HTML] Multi-scale brain networks

RF Betzel, DS Bassett - Neuroimage, 2017 - Elsevier
The network architecture of the human brain has become a feature of increasing interest to
the neuroscientific community, largely because of its potential to illuminate human cognition …

The why, how, and when of representations for complex systems

L Torres, AS Blevins, D Bassett, T Eliassi-Rad - SIAM Review, 2021 - SIAM
Complex systems, composed at the most basic level of units and their interactions, describe
phenomena in a wide variety of domains, from neuroscience to computer science and …

A multi-modal, asymmetric, weighted, and signed description of anatomical connectivity

J Tanner, J Faskowitz, AS Teixeira, C Seguin… - Nature …, 2024 - nature.com
The macroscale connectome is the network of physical, white-matter tracts between brain
areas. The connections are generally weighted and their values interpreted as measures of …

Cliques and cavities in the human connectome

AE Sizemore, C Giusti, A Kahn, JM Vettel… - Journal of computational …, 2018 - Springer
Encoding brain regions and their connections as a network of nodes and edges captures
many of the possible paths along which information can be transmitted as humans process …

Graph theory approaches to functional network organization in brain disorders: A critique for a brave new small-world

MN Hallquist, FG Hillary - Network neuroscience, 2018 - direct.mit.edu
Over the past two decades, resting-state functional connectivity (RSFC) methods have
provided new insights into the network organization of the human brain. Studies of brain …