NEPMaker: Active learning of neuroevolution machine learning potential for large cells

Junjie Wang, Shuning Pan, Haoting Zhang +4

Machine learning potentials (MLPs) achieve near first-principles accuracy but often fail for atomic environments outside the training distribution. Active learning can mitigate thi…