A Machine-Learning Framework for Efficient Ring-Polymer Instanton Rate Calculations

Chenghao Zhang, Amke Nimmrich, Axel Gomez +2

We develop an efficient machine-learning framework for ring-polymer instanton rate calculations that combines Gaussian process regression (GPR)-enhanced line integral string optimi…