Predicting nucleation near the spinodal in the Ising model using machine learning

Shan Huang, William Klein, Harvey Gould

We use a Convolutional Neural Network (CNN) and two logistic regression models to predict the probability of nucleation in the two-dimensional Ising model. The three models success…