Universal shocks in random matrix theory
Jean-Paul Blaizot, Maciej A. Nowak

TL;DR
This paper connects universal kernels in random matrix theory to shock formation in fluid dynamics, revealing a new perspective on universality through Burgers equation analysis of eigenvalue spectra.
Contribution
It introduces a novel link between random matrix universality and shock phenomena in fluid equations derived from Dyson's random walks, focusing on the GUE case.
Findings
Orthogonal polynomials evolve via a viscous Burgers equation.
Spectral edges correspond to shocks in the Burgers equation.
Provides a new perspective on universality in random matrices.
Abstract
We link the appearance of universal kernels in random matrix ensembles to the phenomenon of shock formation in some fluid dynamical equations. Such equations are derived from Dyson's random walks after a proper rescaling of the time. In the case of the Gaussian Unitary Ensemble, on which we focus in this letter, we show that the orthogonal polynomials, and their Cauchy transforms, evolve according to a viscid Burgers equation with an effective "spectral viscosity" , where is the size of the matrices. We relate the edge of the spectrum of eigenvalues to the shock that naturally appears in the Burgers equation for appropriate initial conditions, thereby obtaining a new perspective on universality.
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.
