dorsal/arxiv
View SchemaA Sharp Universality Dichotomy for the Free Energy of Spherical Spin Glasses
| Authors | Taegyun Kim |
|---|---|
| Categories | |
| ArXiv ID | 2601.08599vv1 |
| URL | https://arxiv.org/abs/2601.08599 |
| License | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ |
Abstract
We study the free energy for pure and mixed spherical $p$-spin models with i.i.d.\ disorder. In the mixed case, each $p$-interaction layer is assumed either to have regularly varying tails with exponent $\alpha_p$ or to satisfy a finite $2p$-th moment condition. For the pure spherical $p$-spin model with regularly varying disorder of tail index $\alpha$, we introduce a tail-adapted normalization that interpolates between the classical Gaussian scaling and the extreme-value scale, and we prove a sharp universality dichotomy for the quenched free energy. In the subcritical regime $\alpha<2p$, the thermodynamics is driven by finitely many extremal couplings and the free energy converges to a non-degenerate random limit described by the NIM (non-intersecting monomial) model, depending only on extreme-order statistics. At the critical exponent $\alpha=2p$, we obtain a random one-dimensional TAP-type variational formula capturing the coexistence of an extremal spike and a universal Gaussian bulk on spherical slices. In the supercritical regime $\alpha>2p$ (more generally, under a finite $2p$-th moment assumption), the free energy is universal and agrees with the deterministic Crisanti--Sommers/Parisi value of the corresponding Gaussian model, as established in [Sawhney-Sellke'24]. We then extend the subcritical and critical results to mixed spherical models in which each $p$-layer is either heavy-tailed with $\alpha_p\le 2p$ or has finite $2p$-th moment. In particular, we derive a TAP-type variational representation for the mixed model, yielding a unified universality classification of the quenched free energy across tail exponents and mixtures.
{
"annotation_id": "16c3da42-5283-4dad-a592-fc299455ad5f",
"date_created": "2026-02-17T05:53:15.901000Z",
"date_modified": "2026-02-17T05:53:15.901000Z",
"file_hash": "2d7794fb92f657ea4de0324339ca01dbe0ef31411cde6bf89e7b21f9d9e0c97d",
"private": false,
"record": {
"abstract": "We study the free energy for pure and mixed spherical $p$-spin models with i.i.d.\\ disorder. In the mixed case, each $p$-interaction layer is assumed either to have regularly varying tails with exponent $\\alpha_p$ or to satisfy a finite $2p$-th moment condition.\n For the pure spherical $p$-spin model with regularly varying disorder of tail index $\\alpha$, we introduce a tail-adapted normalization that interpolates between the classical Gaussian scaling and the extreme-value scale, and we prove a sharp universality dichotomy for the quenched free energy. In the subcritical regime $\\alpha\u003c2p$, the thermodynamics is driven by finitely many extremal couplings and the free energy converges to a non-degenerate random limit described by the NIM (non-intersecting monomial) model, depending only on extreme-order statistics. At the critical exponent $\\alpha=2p$, we obtain a random one-dimensional TAP-type variational formula capturing the coexistence of an extremal spike and a universal Gaussian bulk on spherical slices. In the supercritical regime $\\alpha\u003e2p$ (more generally, under a finite $2p$-th moment assumption), the free energy is universal and agrees with the deterministic Crisanti--Sommers/Parisi value of the corresponding Gaussian model, as established in [Sawhney-Sellke\u002724].\n We then extend the subcritical and critical results to mixed spherical models in which each $p$-layer is either heavy-tailed with $\\alpha_p\\le 2p$ or has finite $2p$-th moment. In particular, we derive a TAP-type variational representation for the mixed model, yielding a unified universality classification of the quenched free energy across tail exponents and mixtures.",
"arxiv_id": "2601.08599",
"authors": [
"Taegyun Kim"
],
"categories": [
"math.PR",
"math-ph",
"math.MP",
"stat.ML"
],
"license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
"title": "A Sharp Universality Dichotomy for the Free Energy of Spherical Spin Glasses",
"url": "https://arxiv.org/abs/2601.08599",
"version": "v1"
},
"schema_id": "dorsal/arxiv",
"source": {
"execution_id": "2eb61e43-1deb-4315-b724-a762c0709d38",
"id": "arXiv Dataset",
"type": "Model",
"variant": "snapshot-2026-01-17",
"version": "0.1.0"
},
"user_id": 1000002
}