Shattering in the Ising Pure $p$-Spin Model
Abstract
We study the Ising pure -spin model for large . We investigate the landscape of the Hamiltonian of this model. We show that for any and any large enough , the model exhibits an intricate geometrical property known as the multi Overlap Gap Property above the energy value . We then show that for any inverse temperature and any large , the model exhibits shattering: w.h.p. as , there exists exponentially many well-separated clusters such that (a) each cluster has exponentially small Gibbs mass, and (b) the clusters collectively contain all but a vanishing fraction of Gibbs mass. Moreover, these clusters consist of configurations with energy near . Range of temperatures for which shattering occurs is within the replica symmetric region. To the best of our knowledge, this is the first shattering result regarding the Ising -spin models. Our proof is elementary, and in particular based on simple applications of the first and the second moment methods.
Keywords
Cite
@article{arxiv.2307.07461,
title = {Shattering in the Ising Pure $p$-Spin Model},
author = {David Gamarnik and Aukosh Jagannath and Eren C. Kızıldağ},
journal= {arXiv preprint arXiv:2307.07461},
year = {2023}
}