Bulk Universality for Sparse Complex non-Hermitian Random Matrices
Mohammed Osman

TL;DR
This paper establishes the universality of local eigenvalue statistics in the bulk for a broad class of sparse complex non-Hermitian random matrices, extending previous results to matrices with minimal moment conditions.
Contribution
It proves bulk universality for sparse complex non-Hermitian matrices with minimal moment assumptions, including those with entries as products of Bernoulli variables and complex random variables.
Findings
Universality holds for matrices with $r$-th absolute moment decaying as $N^{-1-(r-2)\epsilon}$.
Extends universality to matrices with $4+\epsilon$ moments via truncation.
Introduces a sparse multi-resolvent local law for products of resolvents.
Abstract
We prove that the local eigenvalue statistics in the bulk for complex random matrices with independent entries whose -th absolute moment decays as for some are universal. This includes sparse matrices whose entries are the product of a Bernouilli random variable with mean and an independent complex-valued random variable. By a standard truncation argument, we can also conclude universality for complex random matrices with moments. The main ingredient is a sparse multi-resolvent local law for products involving any finite number of resolvents of the Hermitisation and deterministic matrices whose blocks are multiples of the identity.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
