GNoME (Materials Discovery)

"Scaling Deep Learning for Materials Discovery." Graph neural network that discovered 2.2 million new crystal structures, including 381,000 novel stable materials. 80% prediction accuracy (up from 50%). 736 structures experimentally validated in labs worldwide.

Expanded known stable materials from ~48,000 to ~421,000 — equivalent to nearly 800 years of conventional discovery. Nature 2023. By Merchant, Batzner, Schoenholz et al. (DeepMind). Open-source.