Scaling Laws and Symmetry, Evidence from Neural Force Fields

Khang Ngo, Siamak Ravanbakhsh

We present an empirical study in the geometric task of learning interatomic potentials, which shows equivariance matters even more at larger scales; we show a clear power-law scali…