scispace - formally typeset
Open AccessJournal ArticleDOI

The geometry of the Gibbs measure of pure spherical spin glasses

Eliran Subag
- 03 Apr 2016 - 
TLDR
In this paper, the Gibbs measure splits into infinitesimal spherical ''bands' centered at deep minima, playing the role of so-called pure states, and the transition rate to disorder chaos is analyzed.
Abstract
We analyze the statics for pure $p$-spin spherical spin glass models with $p\geq3$, at low enough temperature. With $F_{N,\beta}$ denoting the free energy, we compute the second order (logarithmic) term of $NF_{N,\beta}$ and prove that, for an appropriate centering $c_{N,\beta}$, $NF_{N,\beta}-c_{N,\beta}$ is a tight sequence. We establish the absence of temperature chaos and analyze the transition rate to disorder chaos of the Gibbs measure and ground state. Those results follow from the following geometric picture we prove for the Gibbs measure, of interest by itself: asymptotically, the measure splits into infinitesimal spherical `bands' centered at deep minima, playing the role of so-called `pure states'. For the pure models, the latter makes precise the so-called picture of `many valleys separated by high mountains' and significant parts of the TAP analysis from the physics literature.

read more

Citations
More filters
Journal ArticleDOI

The Landscape of the Spiked Tensor Model

TL;DR: In this paper, the authors consider the problem of estimating a rank-one tensor in Gaussian noise and show that the expected number of critical points and local maxima of this objective function is exponential in the dimensions of the unit sphere and give exact formulas for the exponential growth rate.
Journal ArticleDOI

The extremal process of critical points of the pure p -spin spherical spin glass model

TL;DR: In this paper, the extremal point process of critical points is studied, i.e., the point process associated to all critical values in the vicinity of the ground-state.
Posted Content

Following the ground-states of full-RSB spherical spin glasses

TL;DR: For spherical spin glasses whose Parisi distribution has support of the form [0, q], this work construct paths from the origin to the sphere that consistently remain close to the ground‐state energy on the sphere of corresponding radius using a greedy strategy.
Posted Content

Free energy landscapes in spherical spin glasses

Eliran Subag
- 27 Apr 2018 - 
TL;DR: In this paper, the authors introduce and analyze free energy landscapes defined by associating to any point inside the sphere a free energy calculated on a thin spherical band around it, using many orthogonal replicas.
References
More filters
Book

Large Deviations Techniques and Applications

Amir Dembo, +1 more
TL;DR: The LDP for Abstract Empirical Measures and applications-The Finite Dimensional Case and Applications of Empirically Measures LDP are presented.
Book

Spectral Analysis of Large Dimensional Random Matrices

TL;DR: Wigner Matrices and Semicircular Law for Hadamard products have been used in this article for spectral separations and convergence rates of ESD for linear spectral statistics.
Book

Random Fields and Geometry

TL;DR: Random Fields and Geometry as discussed by the authors is a comprehensive survey of the general theory of Gaussian random fields with a focus on geometric problems arising in the study of random fields, including continuity and boundedness, entropy and majorizing measures, Borell and Slepian inequalities.
Journal ArticleDOI

Solution of 'Solvable model of a spin glass'

TL;DR: In this paper, the Sherrmgton-Kirkpatrick model of a spin glass is solved by a mean field technique which is probably exact in the limit of infinite range interactions.
Journal ArticleDOI

Order parameter for spin-glasses

TL;DR: In this paper, an order parameter for spin-glasses is defined in a clear physical way: it is a function on the interval 0-1 and it is related to the probability distribution of the overlap of the magnetization in different states of the system.
Related Papers (5)