[HTML][HTML] Linking structure and function in macroscale brain networks
Structure–function relationships are a fundamental principle of many naturally occurring
systems. However, network neuroscience research suggests that there is an imperfect link …
systems. However, network neuroscience research suggests that there is an imperfect link …
Network neuroscience
Despite substantial recent progress, our understanding of the principles and mechanisms
underlying complex brain function and cognition remains incomplete. Network neuroscience …
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
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 …
reduce the size of neural networks by selectively pruning components. Similarly to their …
Communication dynamics in complex brain networks
Neuronal signalling and communication underpin virtually all aspects of brain activity and
function. Network science approaches to modelling and analysing the dynamics of …
function. Network science approaches to modelling and analysing the dynamics of …
On the nature and use of models in network neuroscience
Network theory provides an intuitively appealing framework for studying relationships
among interconnected brain mechanisms and their relevance to behaviour. As the space of …
among interconnected brain mechanisms and their relevance to behaviour. As the space of …
[HTML][HTML] Multi-scale brain networks
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 neuroscientific community, largely because of its potential to illuminate human cognition …
The why, how, and when of representations for complex systems
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 …
phenomena in a wide variety of domains, from neuroscience to computer science and …
A multi-modal, asymmetric, weighted, and signed description of anatomical connectivity
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 …
areas. The connections are generally weighted and their values interpreted as measures of …
Cliques and cavities in the human connectome
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 …
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
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 …
provided new insights into the network organization of the human brain. Studies of brain …