English

Operator Norm Bounds on the Correlation Matrix of the SK Model at High Temperature

Mathematical Physics 2025-01-16 v2 math.MP Probability

Abstract

We prove that the two point correlation matrix M=(σi;σj)1i,jNRN×N \textbf{M}= (\langle \sigma_i ; \sigma_j\rangle)_{1\leq i,j\leq N} \in \mathbb{R}^{N\times N} of the Sherrington-Kirkpatrick model has the property that for every ϵ>0\epsilon>0 there exists Kϵ>0K_\epsilon>0, that is independent of NN, such that P(MopKϵ)1ϵ \mathbb{P}\big( \| \textbf{M} \|_{\text{op}} \leq K_{\epsilon}\big) \geq 1- \epsilon for NN large enough, for suitable interaction and external field parameters (β,h)(\beta,h) in the replica symmetric region. In other words, the operator norm of M\textbf{M} is of order one with high probability. Our results are in particular valid for all (β,h)(0,1)×(0,) (\beta,h)\in (0,1)\times (0,\infty) and thus complement recently obtained results in \cite{EAG,BSXY} that imply the operator norm boundedness of M\textbf{M} for all β<1\beta<1 in the special case of vanishing external field.

Keywords

Cite

@article{arxiv.2307.12535,
  title  = {Operator Norm Bounds on the Correlation Matrix of the SK Model at High Temperature},
  author = {Christian Brennecke and Changji Xu and Horng-Tzer Yau},
  journal= {arXiv preprint arXiv:2307.12535},
  year   = {2025}
}

Comments

34 pages, revised version with minor corrections