Metastable states and T=0 hysteresis in the random-field Ising model on random graphs
F. Detcheverry, M. L. Rosinberg, and G. Tarjus

TL;DR
This paper investigates the metastable states and hysteresis behavior of the random-field Ising model on random graphs, revealing the connection between metastable state distribution and hysteresis loop shape at zero temperature.
Contribution
It provides explicit calculations of annealed and quenched complexities for the model and establishes the link between the quenched complexity zero contour and the hysteresis loop for z=2.
Findings
Quenched complexity contour matches the saturation hysteresis loop for z=2.
Annealed complexity is not relevant for describing hysteresis properties.
Explicit calculations of complexities for z=2,3,4 are provided.
Abstract
We study the ferromagnetic random-field Ising model on random graphs of fixed connectivity z (Bethe lattice) in the presence of an external magnetic field . We compute the number of single-spin-flip stable configurations with a given magnetization m and study the connection between the distribution of these metastable states in the H-m plane (focusing on the region where the number is exponentially large) and the shape of the saturation hysteresis loop obtained by cycling the field between and at T=0. The annealed complexity is calculated for z=2,3,4 and the quenched complexity for z=2. We prove explicitly for z=2 that the contour coincides with the saturation loop. On the other hand, we show that is irrelevant for describing, even qualitatively, the observable hysteresis properties of the system.
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.
