The complexity of spherical p-spin models-a second moment approach

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Abstract

Recently, Auffinger, Ben Arous and Černý initiated the study of critical points of the Hamiltonian in the spherical pure p-spin spin glass model, and established connections between those and several notions from the physics literature. Denoting the number of critical values less than Nu by CrtN(u), they computed the asymptotics of 1/N log(E[double-struck]CrtN(u)), as N, the dimension of the sphere, goes to∞.We compute the asymptotics of the corresponding second moment and show that, for p ≥ 3 and sufficiently negative u, it matches the first moment: E[double-struck] [(CrtN(u))2] / (E[double-struck] [CrtN(u)])2→1. As an immediate consequence we obtain that CrtN(u)/E[double-struck][CrtN(u)]→1, in L2, and thus in probability. For any u for which E[double-struck]CrtN(u) does not tend to 0 we prove that the moments match on an exponential scale.

Original languageEnglish
Pages (from-to)3385-3450
Number of pages66
JournalAnnals of Probability
Volume45
Issue number5
DOIs
StatePublished - 1 Sep 2017

All Science Journal Classification (ASJC) codes

  • Statistics and Probability
  • Statistics, Probability and Uncertainty

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