Domain-wall excitations in the two-dimensional Ising spin glass
Hamid Khoshbakht, Martin Weigel

TL;DR
This paper employs advanced graph-theoretic algorithms and innovative techniques to precisely analyze ground states and domain-wall properties in large two-dimensional Ising spin glasses, revealing detailed scaling behaviors.
Contribution
It introduces an iterative windowing method enabling ground state calculations for fully periodic large 2D spin glasses, and provides highly accurate estimates of critical exponents and fractal dimensions.
Findings
Estimated stiffness exponent: θ = -0.2793(3)
Fractal dimension for Gaussian couplings: d_f = 1.27319(9)
Fractal dimension for bimodal disorder: d_f = 1.279(2)
Abstract
The Ising spin glass in two dimensions exhibits rich behavior with subtle differences in the scaling for different coupling distributions. We use recently developed mappings to graph-theoretic problems together with highly efficient implementations of combinatorial optimization algorithms to determine exact ground states for systems on square lattices with up to spins. While these mappings only work for planar graphs, for example for systems with periodic boundary conditions in at most one direction, we suggest here an iterative windowing technique that allows one to determine ground states for fully periodic samples up to sizes similar to those for the open-periodic case. Based on these techniques, a large number of disorder samples are used together with a careful finite-size scaling analysis to determine the stiffness exponents and domain-wall fractal…
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.
