Toward learned chemical perception of force field typing rules

Camila Zanette Caitlin C. Bannan Christopher I. Bayly Josh Fass Michael K. Gilson Michael R. Shirts John Chodera David L. Mobley
Preprint ahead of submission. [ChemRxiv] [GitHub]

We show how machine learning can learn typing rules for molecular mechanics force fields within a Bayesian statistical framework.