“The discovery of novel structural classes of antibiotics is urgently needed to address the ongoing antibiotic resistance crisis… Our approach enables the deep learning-guided discovery of structural classes of antibiotics and demonstrates that machine learning models in drug discovery can be explainable, providing insights into the chemical substructures that underlie selective antibiotic activity.” Link