PreprintarXiv licencearXiv
Approximating the Gibbs Measure of Spherical Spin Glasses to Within o(N−1/2) in the Replica Symmetric Phase
Abstract
We study the magnetization vector of mixed spherical spin glasses in a weak external field, in the replica symmetric phase. We derive a coordinatewise expansion of the magnetization which includes the leading cubic correction to the quadratic approximation, with an error that is o(N−1/2) per coordinate. We also prove a corresponding high-moment bound for the full vector. Finally, our companion paper applies these estimates to the effective Hamiltonian obtained by restricting a tilted spherical spin glass to a narrow band around a TAP critical point. The resulting sharp approximation is designed for applications in which normalized Wasserstein accuracy is insufficient, including total-variation sampling by stochastic localization.
Related
- Free energy of non-convex multi-species spherical spin glasses
- Free energy of spherical vector spin glasses
- Free energy of 2-spin spherical vector spin glasses
- Langevin Dynamics of Non-reciprocally Coupled Spherical Spin Glasses
- Interference Queueing Networks: A Replica Mean-Field Approach in the Symmetric Setting
BibTeX
@misc{huang2026approximating,
title = {{Approximating the Gibbs Measure of Spherical Spin Glasses to Within $o(N^-1/2)$ in the Replica Symmetric Phase}},
author = {Brice Huang and Andrea Montanari and Huy Tuan Pham},
howpublished = {arXiv},
year = {2026},
month = oct,
doi = {10.48550/arxiv.2610.32649},
eprint = {2610.32649},
archivePrefix = {arXiv},
url = {https://arxiv.org/abs/2610.32649},
}
RIS
TY - UNPB
TI - Approximating the Gibbs Measure of Spherical Spin Glasses to Within o(N^−1/2) in the Replica Symmetric Phase
AU - Brice Huang
AU - Andrea Montanari
AU - Huy Tuan Pham
PY - 2026
DA - 2026/10/23
PB - arXiv
DO - 10.48550/arxiv.2610.32649
UR - https://arxiv.org/abs/2610.32649
AB - We study the magnetization vector of mixed spherical spin glasses in a weak external field, in the replica symmetric phase. We derive a coordinatewise expansion of the magnetization which includes the leading cubic correction to the quadratic approximation, with an error that is o(N^−1/2) per coordinate. We also prove a corresponding high-moment bound for the full vector. Finally, our companion paper applies these estimates to the effective Hamiltonian obtained by restricting a tilted spherical spin glass to a narrow band around a TAP critical point. The resulting sharp approximation is designed for applications in which normalized Wasserstein accuracy is insufficient, including total-variation sampling by stochastic localization.
ER -