Pretraining a foundation model for small-molecule natural products

Nature Machine Intelligence, Published online: 29 April 2026; doi:10.1038/s42256-026-01226-8 Ding et al. present a scaffold-aware foundation model for small-molecule natural products leveraging masked objectives and contrastive learning to enhance taxonomy classification, genome mining and virtual screening in drug discovery.