Devesh Shah

Critical Mass: Structure-Disjoint Splits Drift With the Libraries They Are Built On

Molecular machine learning evaluates out-of-distribution performance with structure disjoint splits, a construction rule fixed once at the scale its library happened to have: threshold a pairwise distance, then assign whole connected components to folds. For predicting structures from mass spectra, the field has conver...