19 citations · 22 across the 2 of their papers we have counts for
2 papers
cond-mat.stat-mech2024★ 3 cited
Machine Learning Domain Adaptation in Spin Models with Continuous Phase Transitions
Vladislav Chertenkov, Lev Shchur
The main question raised in the article is whether a neural network trained on a spin lattice model in one universality class can be used to test a model in another universality cl…
cond-mat.stat-mech2023★ 19 cited
Finite-size analysis in neural network classification of critical phenomena
Vladislav Chertenkov, Evgeni Burovski, Lev Shchur
We analyze the problem of supervised learning of ferromagnetic phase transitions from the statistical physics perspective. We consider two systems in two universality classes, the…