Sample-efficient generative molecular design using memory manipulation

Nature Machine Intelligence, Published online: 17 March 2026; doi:10.1038/s42256-026-01200-4 Guo train a Mamba-based language model for molecule generation and find that data augmentation and experience replay can enable the efficient generation of property-optimized small molecules.