Bandgap prediction on BiDB
0.13MAEBiMat-ML
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| BiMat-MLConfiguration=Full model, Requires bilayer CIFs=false2026.05 | 0.13 | 0.07 | 0.26 | 94 | |
| BiMat-ML w/o PAblation=Without monolayer property component (P), Requires bilayer CIFs=false2026.05 | 0.35 | 0.36 | 0.59 | 68 | |
| SE-MEGNETRequires bilayer CIFs=true2026.05 | 0.36 | 0.37 | 0.6 | 67 | |
| SE-PAINNRequires bilayer CIFs=true2026.05 | 0.36 | 0.4 | 0.63 | 64 | |
| DirectOriginal Model=CGCNN, Requires bilayer CIFs=true2026.05 | 0.38 | 0.38 | 0.61 | 66 | |
| SE-CGCNNRequires bilayer CIFs=true2026.05 | 0.38 | 0.49 | 0.69 | 57 |