Generative materials discovery

MIT puts valence arithmetic in front of the generator, and moves the bill that actually hurts

CrysVCD enforces oxidation-state balance before crystal structures are built, and reports 85 percent metastability and 68 percent phonon stability. The expensive part of the pipeline was always the filter.