Efficient Phase Diagram Sampling by Active Learning

Chengyu Dai, Isaac R. Bruss, Sharon C. Glotzer

We address the problem of efficient phase diagram sampling by adopting active learning techniques from machine learning, and achieve an 80% reduction in the sample size (number of…