De-novo generation on MP-20 metastable-MS convention Ehull <= 0.10 eV/atom MP-2020-corrected (test)
76.6MSCrys-JEPA-full
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Crys-JEPA-full2026.06 | 76.6 | 83.3 | 45.2 | |
| MatterGen-BaseReproduction source=our reprod., Guidance (g)=0, Conditioning=uncond2026.06 | 71.9 | 62.5 | 36.8 | |
| ADiT2026.06 | 69.5 | 58.9 | 30.3 | |
| ALM GenGuidance (g)=0.52026.06 | 68.3 | 67.8 | 39 | |
| ALM GenGuidance (g)=0.5, Conditioning=T2C-FK2026.06 | 65.1 | 58.9 | 23.9 | |
| MatterGenReproduction source=Crys-JEPA reprod.2026.06 | 47 | 86.6 | 34.6 | |
| SGEquiDiff2026.06 | 46.5 | 74.8 | 23.5 | |
| DiffCSP2026.06 | 45.9 | 83.6 | 30.9 | |
| FlowMM2026.06 | 40.8 | 83.1 | 25.3 | |
| DiffCSP++2026.06 | 39.7 | 82.8 | 23.8 | |
| FlowLLM2026.06 | 36.5 | 86.4 | 25.1 | |
| CrysLLMGen-7B2026.06 | 35.1 | 87.4 | 22.9 | |
| SymmCD2026.06 | 34.7 | 85.1 | 19 | |
| CDVAE2026.06 | 29.9 | 96.5 | 27 |