Banded non-Hermitian random matrices, neural networks, and eigenvalue degeneracies

Richard Huang, David R. Nelson

We study two-banded, non-Hermitian random matrices inspired by sparse neural networks with a circular, 1d topology. We focus on two paradigmatic models, an SSH chain and a ladder m…