English

An RDT based confirmation of Lehner's formula for Kronecker-Gaussian matrices

Probability 2026-07-29 v1 Information Theory Statistics Theory

Abstract

Remarkable breakthroughs [25,43] established the so-called strong asymptotic freeness between classical Gaussian random ensembles and their semicircular free counterparts. Along the same lines, the Lehner formula [31], associated with the free counterpart, precisely determines the spectral edges of Kronecker-Gaussian matrices. We here revisit and study this formula without the utilization of random matrix theory and spectral methods. In particular, relying on concepts utilized within \emph{Random Duality Theory} (RDT) [45,46,51], we reconfirm Lehner's formula and effectively reprove the key asymptotic freeness results obtained via spectral methods in [25,43].

Keywords

Cite

@article{arxiv.2607.26551,
  title  = {An RDT based confirmation of Lehner's formula for Kronecker-Gaussian matrices},
  author = {Mihailo Stojnic},
  journal= {arXiv preprint arXiv:2607.26551},
  year   = {2026}
}