Low Energy Excitations in Spin Glasses from Exact Ground States
Matteo Palassini, Frauke Liers, Michael Juenger, A. P. Young

TL;DR
This study examines low-energy excitations in 3D spin glasses using exact ground states, revealing insights into their surface properties and scaling behavior, with implications for theoretical models like droplet and replica symmetry breaking.
Contribution
It provides the first exact ground state calculations for large 3D spin glasses and analyzes the nature of excitations, comparing different boundary conditions and correction to scaling effects.
Findings
Surface of excitations likely not space-filling
Energy scaling exponent ' compatible with zero
Algorithm performance correlates with large-scale excitations
Abstract
We investigate the nature of the low-energy, large-scale excitations in the three-dimensional Edwards-Anderson Ising spin glass with Gaussian couplings and free boundary conditions, by studying the response of the ground state to a coupling-dependent perturbation introduced previously. The ground states are determined exactly for system sizes up to 12^3 spins using a branch and cut algorithm. The data are consistent with a picture where the surface of the excitations is not space-filling, such as the droplet or the ``TNT'' picture, with only minimal corrections to scaling. When allowing for very large corrections to scaling, the data are also consistent with a picture with space-filling surfaces, such as replica symmetry breaking. The energy of the excitations scales with their size with a small exponent \theta', which is compatible with zero if we allow moderate corrections to scaling.…
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.
