Reinforcement learning steers generative crystal design

Reinforcement learning pushes generative models to create viable, novel materials for real-world applications.

Nature Machine Intelligence, Published online: 03 August 2026; machine learning methods have led to progress in crystal discovery, but cannot fully explore the space of material candidates that are both novel and useful. A reinforcement le...

Nature Machine Intelligence2026-08-11