Crystal Property Prediction on JARVIS (test)
0.0272Formation Energy MAE (eV/atom)iComFormer
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| iComFormer2025.01 | 0.0272 | 0.122 | 0.0288 | 0.26 | 0.047 | — | |
| eComFormer2025.01 | 0.0284 | 0.124 | 0.032 | 0.28 | 0.044 | — | |
| PotNet2023.06 | 0.0294 | 0.127 | 0.032 | 0.27 | 0.055 | — | |
| PotNet2025.01 | 0.0294 | 0.127 | 0.032 | 0.27 | 0.055 | — | |
| Matformer2023.06 | 0.0325 | 0.137 | 0.035 | 0.3 | 0.064 | — | |
| Matformer2025.01 | 0.0325 | 0.137 | 0.035 | 0.3 | 0.064 | — | |
| ALIGNN2023.06 | 0.0331 | 0.142 | 0.037 | 0.31 | 0.076 | — | |
| SchNet2023.06 | 0.045 | 0.19 | 0.047 | 0.43 | 0.14 | — | |
| MEGNET2023.06 | 0.047 | 0.145 | 0.058 | 0.34 | 0.084 | — | |
| GATGNN2023.06 | 0.047 | 0.17 | 0.056 | 0.51 | 0.12 | — | |
| CGCNN2023.06 | 0.063 | 0.2 | 0.078 | 0.41 | 0.17 | — | |
| CFID2023.06 | 0.14 | 0.3 | 0.24 | 0.53 | 0.22 | — | |
| ReciNet2025.02 | 27 | 0.126 | 26.8 | 0.24 | 43 | — | |
| iComFormer2025.02 | 27.2 | 0.122 | 28.8 | 0.26 | 47 | — | |
| eComFormer2025.02 | 28.4 | 0.124 | 32 | 0.28 | 44 | — | |
| PotNet2025.02 | 29.4 | 0.127 | 32 | 0.27 | 55 | — | |
| Crystalformer2025.02 | 30.6 | 0.128 | 32 | 0.27 | 46 | — | |
| Matformer2025.02 | 32.5 | 0.137 | 35 | 0.3 | 64 | — | |
| ALIGNN2025.02 | 33.1 | 0.142 | 37 | 0.31 | 76 | — | |
| SchNet2025.02 | 45 | 0.19 | 47 | 0.43 | 140 | — | |
| MEGNET2025.02 | 47 | 0.145 | 58 | 0.34 | 84 | — | |
| GATGNN2025.02 | 47 | 0.17 | 56 | 0.51 | 120 | — | |
| CGCNN2025.02 | 63 | 0.2 | 78 | 0.41 | 170 | — | |
| ALIGNN2022.09 | — | — | — | — | — | 0.142 | |
| ALIGNN2022.09 | — | — | — | — | — | 0.076 | |
| ALIGNN2022.09 | — | — | — | — | — | 0.31 | |
| CFID2022.09 | — | — | — | — | — | 0.3 | |
| CFID2022.09 | — | — | — | — | — | 0.22 | |
| CFID2022.09 | — | — | — | — | — | 0.53 | |
| CGCNN2022.09 | — | — | — | — | — | 0.2 | |
| CGCNN2022.09 | — | — | — | — | — | 0.17 | |
| CGCNN2022.09 | — | — | — | — | — | 0.41 | |
| GATGNN2022.09 | — | — | — | — | — | 0.17 | |
| GATGNN2022.09 | — | — | — | — | — | 0.12 | |
| GATGNN2022.09 | — | — | — | — | — | 0.51 | |
| Matformer2022.09 | — | — | — | — | — | 0.137 | |
| Matformer2022.09 | — | — | — | — | — | 0.064 | |
| Matformer2022.09 | — | — | — | — | — | 0.3 | |
| MEGNET2022.09 | — | — | — | — | — | 0.145 | |
| MEGNET2022.09 | — | — | — | — | — | 0.084 | |
| MEGNET2022.09 | — | — | — | — | — | 0.34 | |
| SchNet2022.09 | — | — | — | — | — | 0.19 | |
| SchNet2022.09 | — | — | — | — | — | 0.14 | |
| SchNet2022.09 | — | — | — | — | — | 0.43 |