AI findings in materials science

Every finding in the registry filed under materials science, with what each one claims and how solid the evidence is.

By verification grade

3 of 3 carry an independent check. Open the review queue.

All findings in the registry, sortable by column.
DateFindingLabModelVerificationAutonomyField
2025-01-16 Generative model designs crystals to order; its flagship synthesis turned out to be a known compound Microsoft Research MatterGen Disputed Search scaffold materials
2023-11-29 Large-scale prediction of new stable crystalline materials (GNoME) Google DeepMind GNoME (graph neural network) Disputed Search scaffold materials
2023-11-29 Autonomous laboratory reports solid-state synthesis of new inorganic compounds Lawrence Berkeley National Laboratory A-Lab (ML planning + robotics) Disputed AI-led materials

← The whole registry, 52 findings