Soft Contrastive Learning for Unsupervised Discovery of Phases of Matter

Vít Beneš, Pavel Baláž, Dmytro Bohdanov +1

A machine learning (ML) framework for phase-diagram construction in condensed matter systems with unknown phase structure is presented. The method combines physically motivated des…