Guiding generative models to uncover diverse and novel crystals via reinforcement learning

Nature Machine Intelligence, Published online: 06 July 2026; doi:10.1038/s42256-026-01262-4 Park and Walsh introduce a reinforcement learning framework that could accelerate the discovery of new, thermodynamically stable and diverse crystalline materials with desired properties.