16 citations · 16 across the 2 of their papers we have counts for
3 papers
cs.LG2022
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…
cond-mat.dis-nn2022★ 16 cited
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…
cond-mat.stat-mech2019
First passage leapovers of Lévy flights and the proper formulation of absorbing boundary conditions
Asem Wardak
An important open problem in the theory of Lévy flights concerns the analytically tractable formulation of absorbing boundary conditions. Although numerical studies using the corre…