241 citations · 241 across the 5 of their papers we have counts for
3 papers · 1 filter
Quantifying the cost of network computations to unpack structure-function relationships in the brain
Suman S. Kulkarni, Jason Z. Kim, Panagiotis Fotiadis +2
The brain supports computations through coordinated patterns of activity on an underlying network. These networks---from microscale navigational circuits in insects to macroscale b…
QUIET: Quantifying Underutilized Influential Edges for Targeted Synchronization
Sovesh Mohapatra, Christoffer G. Alexandersen, Panagiotis Fotiadis +4
Network control theory can be used to model intrinsic and extrinsic strategies to steer neural dynamics. Standard approaches are node-centric, structural, and focused on achieving…
Attention by Synchronization in Coupled Oscillator Networks
Fabio Pasqualetti, Taosha Guo
We address transformer attention on energy-constrained physical substrates. Softmax attention requires exponentiation and global reduction, operations with high energy cost on von…