Hash Collisions in Molecular Fingerprints: Effects on Property Prediction and Bayesian Optimization

Walter Virany, Austin Tripp

Molecular fingerprinting methods use hash functions to create fixed-length vector representations of molecules. However, hash collisions cause distinct substructures to be represen…