framework

CrysVCD

Crystal generator with valence-constrained design: a modular framework that generates valence-balanced compositions with a transformer elemental language model before a diffusion model builds crystal structures, reported at 85 percent metastability and 68 percent phonon stability.

Known aliases

crystal generator with valence-constrained design

Relationships

No evidence-backed relationships are recorded.

Current clusters

science2 distinct publishers

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.

Publishers:nature.comnews.mit.edu

Reality

Evidence70
Adoption16
Hype gap+16
Incentives62