The spectral edge of some random band matrices
Sasha Sodin

TL;DR
This paper investigates the eigenvalue distributions at the spectral edges of random Hermitian band matrices, revealing a phase transition in the limiting distribution depending on the band width.
Contribution
It establishes the precise band width threshold (W >> N^{5/6}) for the eigenvalues near the spectral edges to follow the Airy point process, highlighting a new phase transition.
Findings
Eigenvalues near spectral edges follow Airy point process when band width W >> N^{5/6}.
Different limiting distributions emerge when W is below the threshold.
The study characterizes the spectral edge behavior for a class of random band matrices.
Abstract
We study the asymptotic distribution of the eigenvalues of random Hermitian periodic band matrices, focusing on the spectral edges. The eigenvalues close to the edges converge in distribution to the Airy point process if (and only if) the band is sufficiently wide (W >> N^{5/6}.) Otherwise, a different limiting distribution appears.
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.
