Systematic generation and analysis of counterfactuals for compound activity predictions using multi-task models

For a kinase inhibitor correctly predicted with a multi-task machine learning model (shown on an orange background), counterfactuals with small chemical changes (shown in red) were generated that were predicted to be active against other kinases.