Material Property Prediction on Materials Project (test)
0.197Total Energy MAE (eV/atom)CFT
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| CFTEncoding=Symmetry-adapted positional encoding2025.12 | 0.197 | 0.306 | 0.082 | 0.158 | — | — | — | |
| ALIGNN2025.12 | 0.203 | 0.235 | 0.076 | 0.16 | — | — | — | |
| TransformerEncoding=Standard positional encoding2025.12 | 0.22 | 0.44 | 0.142 | 0.226 | — | — | — | |
| Matformer2025.12 | 0.371 | 0.213 | 0.074 | 0.179 | — | — | — | |
| CGCNN2025.12 | 0.453 | 0.343 | 0.093 | 0.178 | — | — | — | |
| PhysChoreo2025.11 | 0.661 | — | — | — | 78.9 | 0.061 | 0.249 | |
| NeRF2Physics2025.11 | 2.033 | — | — | — | 62.8 | 0.064 | 0.521 | |
| PUGS2025.11 | 2.778 | — | — | — | 28.3 | 0.076 | 0.627 | |
| Pixie2025.11 | 4.129 | — | — | — | 34.9 | 0.103 | 0.848 |