Drug-Drug Interaction Prediction on DrugBank Dataset 1 118 (test)
58.27AccuracyCMF-ELN
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| CMF-ELNscenario=new drug–new drug, protocol=five-fold cross-validation, embedding size=128, learning rate=1e-32026.07 | 58.27 | 61.94 | 83.21 | 57.32 | 59.97 | 55.43 | 89 | — | 1.58 | |
| MeT-DDIscenario=new drug–new drug, protocol=five-fold cross-validation2026.07 | 55.81 | 55.63 | 79.42 | 51.57 | 55.21 | 49.82 | 11 | 0.006 | 5.25 | |
| MDDI-SCLscenario=new drug–new drug, protocol=five-fold cross-validation2026.07 | 55.33 | 54.04 | 80.22 | 54.05 | 55.84 | 52.7 | 11 | 0.0029 | 3.67 | |
| ImageDDIscenario=new drug–new drug, protocol=five-fold cross-validation2026.07 | 55.06 | 54.97 | 78.96 | 51.34 | 55.47 | 51.82 | 11 | 0.0037 | 5.25 | |
| MDF-SA-DDIscenario=new drug–new drug, protocol=five-fold cross-validation2026.07 | 53.91 | 54.17 | 81.37 | 52.13 | 61.39 | 52.31 | 11 | 0.006 | 4.04 | |
| MDNNscenario=new drug–new drug, protocol=five-fold cross-validation2026.07 | 53.16 | 53.78 | 78.76 | 50.87 | 53.94 | 48.93 | 11 | 0.0047 | 6.17 | |
| Emer-GNNscenario=new drug–new drug, protocol=five-fold cross-validation2026.07 | 52.31 | 56.98 | 81.89 | 55.09 | 61.23 | 51.9 | 11 | 0.0037 | 4.75 | |
| Know-DDIscenario=new drug–new drug, protocol=five-fold cross-validation2026.07 | 51.72 | 57.21 | 82.36 | 52.13 | 60.39 | 52.34 | 11 | 0.0028 | 5.58 | |
| MKG-FENNscenario=new drug–new drug, protocol=five-fold cross-validation2026.07 | 47.58 | 46.71 | 75.11 | 41.02 | 48.76 | 38.88 | 12 | 0.0022 | 8.92 |