Fat-tailed and compact random-field Ising models on cubic lattices
Nuno Crokidakis, Silvio M. Duarte Queiros

TL;DR
This study explores the ferromagnetic Ising model on cubic lattices with non-Gaussian random fields characterized by fat-tailed or compact distributions, revealing persistent ferromagnetic order across various tail behaviors.
Contribution
Introduces a unified functional form for non-Gaussian fields in the Ising model, analyzing effects of different tail parameters on magnetic ordering in three dimensions.
Findings
Ferromagnetic order persists at finite temperatures for all studied tail parameters.
Mean-field predictions remain valid in three-dimensional cases.
Different distribution tails influence the nature of magnetic phase transitions.
Abstract
Using a single functional form which is able to represent several different classes of statistical distributions, we introduce a preliminary study of the ferromagnetic Ising model on the cubic lattices under the influence of non-Gaussian local external magnetic field. Specifically, depending on the value of the tail parameter, (), we assign a quenched random field that can be platykurtic (sub-Gaussian) or leptokurtic (fat-tailed) form. For , such distributions have finite standard deviation and they are either the Student- () or the -distribution () extended to all plausible real degrees of freedom with the Gaussian being retrieved in the limit . Otherwise, the distribution has got the same asymptotic power-law behaviour as the -stable L\'{e}vy distribution with . The…
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.
Taxonomy
TopicsStochastic processes and statistical mechanics · Theoretical and Computational Physics · Random Matrices and Applications
