The geometry of the Gibbs measure of pure spherical spin glasses
Eliran Subag

TL;DR
This paper provides a detailed geometric and probabilistic analysis of pure spherical p-spin glass models at low temperatures, revealing the measure's structure, free energy fluctuations, and stability properties.
Contribution
It introduces a geometric description of the Gibbs measure as a union of infinitesimal bands around deep minima, confirming the 'many valleys' picture and analyzing chaos transition rates.
Findings
Computed the second order term of the free energy.
Proved the tightness of the centered free energy sequence.
Established the absence of temperature chaos and characterized disorder chaos transition.
Abstract
We analyze the statics for pure -spin spherical spin glass models with , at low enough temperature. With denoting the free energy, we compute the second order (logarithmic) term of and prove that, for an appropriate centering , 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…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
