There have been many exciting and innovative techniques for predicting characteristics of protein-ligand interactions at the BPS annual meeting this year. Topics range from scoring protein-ligand binding interactions, assessing proper docking poses for proteins that adopt multiple configurations, and deep learning architectures for efficiently extracting features from structure-based representations of protein-ligand complexes