English

The $\ell^p$-Gaussian-Grothendieck problem with vector spins

Probability 2022-09-13 v1

Abstract

We study the vector spin generalization of the p\ell^p-Gaussian-Grothendieck problem. In other words, given integer κ1\kappa\geq 1, we investigate the asymptotic behaviour of the ground state energy associated with the Sherrington-Kirkpatrick Hamiltonian indexed by vector spin configurations in the unit p\ell^p-ball. The ranges 1p21\leq p\leq 2 and 2<p<2<p<\infty exhibit significantly different behaviours. When 1p21\leq p\leq 2, the vector spin generalization of the p\ell^p-Gaussian-Grothendieck problem agrees with its scalar counterpart. In particular, its re-scaled limit is proportional to some norm of a standard Gaussian random variable. On the other hand, for 2<p<2<p<\infty the re-scaled limit of the p\ell^p-Gaussian-Grothendieck problem with vector spins is given by a Parisi-type variational formula.

Keywords

Cite

@article{arxiv.2112.05709,
  title  = {The $\ell^p$-Gaussian-Grothendieck problem with vector spins},
  author = {Tomas Dominguez},
  journal= {arXiv preprint arXiv:2112.05709},
  year   = {2022}
}