Corrections to Classical Matrix Ensemble Moments, Non-Crossing Annular Pairings, and Ribbon Graphs
Anas A. Rahman, Daniel Munoz George, James A. Mingo

TL;DR
This paper explores the combinatorial structures underlying the $1/N$ corrections in spectral moments of classical random matrix ensembles, establishing bijections with ribbon graphs and non-crossing pairings.
Contribution
It introduces new combinatorial objects for higher-order corrections and connects them to ribbon graphs and non-crossing pairings for classical ensembles.
Findings
Bijection between ribbon graphs and non-crossing annular pairings for GOE and LOE.
Derived combinatorial objects for $1/N^2$ correction terms for GUE and LUE.
Enhanced understanding of spectral moment corrections in random matrix theory.
Abstract
We elucidate a bijection between ribbon graphs on the real projective plane and non-crossing annular pairings that relate to the correction term of the GOE and LOE spectral moments. We also derive analogous objects for the correction terms of said moments and their equivalents for the GUE and LUE.
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