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Loop Equations Characterize Random Matrix Statistics

Probability 2026-07-08 v1 Mathematical Physics

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>0\beta>0, the Sineβ\mathrm{Sine}_{\beta} point process is the unique solution of the bulk loop equation hierarchy, and the Airyβ\mathrm{Airy}_{\beta} 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.

Cite

@article{arxiv.2607.07617,
  title  = {Loop Equations Characterize Random Matrix Statistics},
  author = {Paul Bourgade and Jiaoyang Huang},
  journal= {arXiv preprint arXiv:2607.07617},
  year   = {2026}
}

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143 pages, comments are welcome