Table 2 Results on the materials generation task
From: Massive discovery of crystal structures across dimensionalities by leveraging vector quantization
Data | Method | Validity (%) | Diversity | |||
---|---|---|---|---|---|---|
 |  | Struc.↑ | Comp. ↑ | Force ↑ | AMD↑ | FD↑ |
MP-20 | FTCP39 | 1.55 | 48.37 | - | - | - |
 | P-G-SchNet39 | 77.51 | 76.40 | - | - | - |
 | CDVAE | 99.98 | 52.39 | 0.95 | 0.165 | 0.132 |
 | DiffCSP36 | 99.94 | 83.22 | 16.11 | 0.099 | 0.025 |
 | VQCrystal | 100.0 | 84.58 | 91.93 | 0.160 | 0.152 |
Perov-5 | FTCP39 | 0.24 | 54.24 | - | - | - |
 | Cond-DFC-VAE38 | 73.60 | 82.95 | - | - | - |
 | P-G-SchNet39 | 79.63 | 99.13 | - | - | - |
 | CDVAE | 100.0 | 69.79 | 0.02 | 0.038 | 0.025 |
 | DiffCSP36 | 100.0 | 98.69 | 12.26 | 0.051 | 0.002 |
 | VQCrystal | 100.0 | 97.48 | 99.17 | 0.247 | 0.312 |
Carbon-24 | FTCP39 | 0.08 | - | - | - | - |
 | P-G-SchNet39 | 48.39 | - | - | - | - |
 | CDVAE | 100.0 | - | 0.00 | 0.125 | 0.103 |
 | DiffCSP36 | 100.0 | - | 0.01 | 0.0187 | 0.033 |
 | VQCrystal | 99.97 | - | 74.22 | 0.248 | 0.515 |