Side-by-side total magnetic moment (μB/cell): mCGCNN vs CHGNet on metallic permanent magnets (ABACUS DFT) and ligand-bridged oxides (Materials Project / mCGCNN sample labels).
| Column | Range | Mean | Filled |
|---|---|---|---|
| material | 14 distinct | — | 100% |
| formula | 14 distinct | — | 100% |
| n_atoms | 2–20 | 7.857 | 100% |
| file_id | 14 distinct | — | 100% |
| mcgcnn_moment_uB | 4.337–26.23 | 11.39 | 100% |
| mcgcnn_action_id | 14 distinct | — | 100% |
| chgnet_moment_uB | 3.124–28.18 | 10.74 | 100% |
| chgnet_Ms_T | 0.243–2.477 | 1.578 | 100% |
| chgnet_action_id | 14 distinct | — | 100% |
| dft_moment_uB | 3.092–28 | 10.9 | 93% |
| dft_Ms_T | 0.91–2.32 | 1.696 | 36% |
| dft_action_id | 5 distinct | — | 36% |
| dft_note | 10 distinct | — | 71% |
| mcgcnn_abs_err_uB | 0.1551–4.669 | 1.834 | 93% |
| chgnet_abs_err_uB | 0.04558–2.925 | 0.7414 | 93% |
| exp_Ms_T | 0.84–2.4 | 1.613 | 43% |