Exploring the robust extrapolation of high-dimensional machine learning potentials

Claudio Zeni, Andrea Anelli, Aldo Glielmo +1

We show that, contrary to popular assumptions, predictions from machine learning potentials built upon high-dimensional atom-density representations almost exclusively occur in reg…