Optimal frequency of human queries. A similar generalization performance (i.e., reduction of MAE between predicted and oracle DRD2 bioactivity probabilities) was observed when querying the expert at different frequencies during the molecule generation process (every 150, 250, 500 and 1000 generator optimization steps). Results are illustrated in Additional file 1: Figure .