Drug-Drug Interaction Prediction on DrugBank Dataset 2 (test)
73.23AccuracyCMF-ELN
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CMF-ELNscenario=known drug–new drug2026.07 | 73.23 | 77.16 | 97.88 | 61.71 | 70.22 | 57.38 | |
| MDNNscenario=known drug–new drug2026.07 | 71.46 | 73.26 | 96.24 | 62.37 | 71.78 | 55.97 | |
| MDDI-SCLscenario=known drug–new drug2026.07 | 71.22 | 71.23 | 96.21 | 63.22 | 71.22 | 55.19 | |
| MDF-SA-DDIscenario=known drug–new drug2026.07 | 70.35 | 71.69 | 97.6 | 61.21 | 70.36 | 56.01 | |
| Know-DDIscenario=known drug–new drug2026.07 | 69.72 | 68.37 | 92.56 | 59.24 | 67.81 | 52.31 | |
| ImageDDIscenario=known drug–new drug2026.07 | 69.27 | 68.07 | 92.33 | 58.98 | 67.61 | 53.25 | |
| Emer-GNNscenario=known drug–new drug2026.07 | 67.06 | 67.31 | 93.53 | 60.04 | 65.21 | 52.79 | |
| MeT-DDIscenario=known drug–new drug2026.07 | 66.59 | 69.45 | 97.63 | 47.27 | 52.85 | 47.95 | |
| MKG-FENNscenario=known drug–new drug2026.07 | 66.32 | 64.51 | 92.89 | 61.06 | 64.24 | 53.79 |