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Loop Equations Characterize Random Matrix Statistics

Published 8 Jul 2026 in math.PR and math-ph | (2607.07617v1)

Abstract: We prove that the universal local point processes of random matrix theory are characterized by their loop equation hierarchies. More precisely, for every rational $β&gt;0$, the Sine<em>β\mathrm{Sine}<em>β point process is the unique solution of the bulk loop equation hierarchy, and the Airy</em>β\mathrm{Airy}</em>β point process is the unique solution of the edge loop equation hierarchy. These uniqueness results provide a direct route to universality: it suffices to verify the corresponding approximate loop equations for the ensemble. In many models, these equations follow from local laws and integration by parts.

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