directed percolation 1inhibition 1mean-field theory 1neural network dynamics 1phase transitions 1quasi-criticality 1
From the 1 of 2 linked papers with an AI index.
2 papers
cond-mat.dis-nn2026
A Minimal Network of Brain Dynamics: Hierarchy of Approximations to Quasi-critical Neural Network Dynamics
Jeremy B. Goetz, Naruepon Weerawongphrom, Rashid V. Williams-GarcÃa +2
The paper introduces a neural network model with multiple inhibitory interactions and uses a hierarchy of mean‑field approximations to analyze nonequilibrium phase transitions betw…
cond-mat.dis-nn2025
Toward a Physics of Deep Learning and Brains
Arsham Ghavasieh, Meritxell Vila-Minana, Akanksha Khurd +3
Deep neural networks and brains both learn and share superficial similarities: processing nodes are likened to neurons and adjustable weights are likened to modifiable synapses. Bu…