A neural network maps one image to a chiral spin texture whose skyrmion number equals the Euler characteristic, refined by exchange, DM, and anisotropy terms in the loss.
Title resolution pending
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Predicting Euler Characteristics and Constructing Topological Structure Using Machine Learning Techniques
A neural network maps one image to a chiral spin texture whose skyrmion number equals the Euler characteristic, refined by exchange, DM, and anisotropy terms in the loss.