16 citations · 25 across the 4 of their papers we have counts for
4 papers
Self-organization of nonlinearly coupled neural fluctuations into synergistic population codes
Hengyuan Ma, Yang Qi, Pulin Gong +3
Neural activity in the brain exhibits correlated fluctuations that may strongly influence the properties of neural population coding. However, how such correlated neural fluctuatio…
Extended critical regimes of deep neural networks
Cheng Kevin Qu, Asem Wardak, Pulin Gong
Deep neural networks (DNNs) have been successfully applied to many real-world problems, but a complete understanding of their dynamical and computational principles is still lackin…
Extended Anderson Criticality in Heavy-Tailed Neural Networks
Asem Wardak, Pulin Gong
We investigate the emergence of complex dynamics in networks with heavy-tailed connectivity by developing a non-Hermitian random matrix theory. We uncover the existence of an exten…
Anomalous diffusion dynamics of learning in deep neural networks
Guozhang Chen, Cheng Kevin Qu, Pulin Gong
Learning in deep neural networks (DNNs) is implemented through minimizing a highly non-convex loss function, typically by a stochastic gradient descent (SGD) method. This learning…