eLife assessment
This valuable study reports a new method based on batch active learning to optimize the biological and pharmaceutical properties of small molecules of pharmaceutical interest. The new method seems compelling, but the theoretical analysis is incomplete and the reproducibility and impact of the article would benefit from disclosing the code and datasets used in the study. With these aspects strengthened, this paper would be of interest to computational and medicinal chemists and scientists working in the drug discovery field.