Single eigenvalue fluctuations of general Wigner-type matrices
Benjamin Landon, Patrick Lopatto, Philippe Sosoe

TL;DR
This paper proves that individual eigenvalues of general Wigner-type matrices fluctuate in a Gaussian manner with universal variance, extending known results to broader matrix classes under a one-cut density assumption.
Contribution
It introduces a dynamical approach to mesoscopic spectral statistics, establishing a central limit theorem for eigenvalue fluctuations in Wigner-type matrices.
Findings
Eigenvalue fluctuations are Gaussian with universal variance.
The variance matches GOE/GUE cases for certain test functions.
Method applies to matrices with a one-cut density of states.
Abstract
We consider the single eigenvalue fluctuations of random matrices of general Wigner-type, under a one-cut assumption on the density of states. For eigenvalues in the bulk, we prove that the asymptotic fluctuations of a single eigenvalue around its classical location are Gaussian with a universal variance. Our method is based on a dynamical approach to mesoscopic linear spectral statistics which reduces their behavior on short scales to that on larger scales. We prove a central limit theorem for linear spectral statistics on larger scales via resolvent techniques and show that for certain classes of test functions, the leading-order contribution to the variance agrees with the GOE/GUE cases.
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.
Taxonomy
TopicsRandom Matrices and Applications · Spectral Theory in Mathematical Physics · Probability and Risk Models
