Benchmark of machine learning potentials

Code

MLatom 2.0 or higher can be downloaded here.

Code to align XYZ (aXYZ descriptor) and forces can be downloaded here:

Input files

Input files can be downloaded here:

Learning curves

Learning curves for energies-only training

Learning curves for energies+forces training

Database with results of evaluating machine learning potentials

Click here for expanded view.