Nature Machine Intelligence, Published online: 04 May 2026; doi:10.1038/s42256-026-01229-5
The collaborative constrained graph diffusion model CoCoGraph generates novel molecules that are guaranteed to be valid and more realistic than state-of-the-art outputs, while achieving faster performance with up to an order of magnitude fewer parameters.