Improving accuracy of interatomic potentials: more physics or more data? A case study of silica

Ivan S. Novikov, Alexander V. Shapeev

In this paper we test two strategies to improving the accuracy of machine-learning potentials, namely adding more fitting parameters thus making use of large volumes of available q…