Efficient Generative Active Learning for Discovering Synthesizable Small-Molecule Protein Binders

LAMBDAZERO, a generative active learning approach, can efficiently design novel, synthesizable small-molecule protein binders by leveraging a fast surrogate model, a generative policy with synthesizability and drug-likeness constraints, and an expensive computational oracle.