Drug-Drug Interaction Prediction on DrugBank one-unseen
0.7517AccuracyAIM-DDI
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| AIM-DDIBase Model=GIL-DDI2026.05 | 0.7517 | 0.9753 | 0.7263 | 0.6318 | 0.7227 | 0.5856 | |
| GIL-DDI + AIM-DDIBase Model=GIL-DDI2026.05 | 0.7517 | 0.9753 | 0.7263 | 0.6318 | 0.7227 | 0.5856 | |
| GIL-DDIConfiguration=Baseline2026.05 | 0.7161 | 0.9558 | 0.7198 | 0.5758 | 0.6689 | 0.5269 | |
| GIL-DDIModel variant=Baseline2026.05 | 0.7161 | 0.9558 | 0.7198 | 0.5758 | 0.6689 | 0.5269 | |
| AIM-DDIBase Model=DDIMDL2026.05 | 0.6819 | 0.9774 | 0.7045 | 0.5375 | 0.5954 | 0.5117 | |
| DDIMDL + AIM-DDIBase Model=DDIMDL2026.05 | 0.6819 | 0.9774 | 0.7045 | 0.5375 | 0.5954 | 0.5117 | |
| AIM-DDIBase Model=MKG-FENN2026.05 | 0.6758 | 0.9736 | 0.6999 | 0.5443 | 0.6435 | 0.4992 | |
| MKG-FENN + AIM-DDIBase Model=MKG-FENN2026.05 | 0.6758 | 0.9736 | 0.6999 | 0.5443 | 0.6435 | 0.4992 | |
| MKG-FENNConfiguration=Baseline2026.05 | 0.67 | 0.9659 | 0.6908 | 0.5313 | 0.6068 | 0.4984 | |
| MKG-FENNModel variant=Baseline2026.05 | 0.67 | 0.9659 | 0.6908 | 0.5313 | 0.6068 | 0.4984 | |
| DDIMDLConfiguration=Baseline2026.05 | 0.6467 | 0.9798 | 0.6695 | 0.4756 | 0.636 | 0.4051 | |
| DDIMDLModel variant=Baseline2026.05 | 0.6467 | 0.9798 | 0.6695 | 0.4756 | 0.636 | 0.4051 |