Uncertainty quantification Fast, propagatable uncertainty estimates for machine learning interatomic potentials. ShiftML Universal chemical shielding predictors for organic solids, powering NMR crystallography. Universal MLIPs Universal machine learning interatomic potentials such as PET-MAD and PET-MOLS.
