Drug-Drug Interaction prediction on HetionetDDI
0.9239AccuracyReAlignFit
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ReAlignFitAlignment=Attention-based Inductive Bias2025.02 | 0.9239 | 0.9717 | 0.9262 | 0.9548 | 0.9605 | |
| ReAlignFitGINAlignment=Attention-based Inductive Bias, Backbone=GIN2025.02 | 0.9212 | 0.9295 | 0.9191 | 0.9304 | 0.9523 | |
| ReAlignFitGATAlignment=Attention-based Inductive Bias, Backbone=GAT2025.02 | 0.9166 | 0.9456 | 0.9176 | 0.9197 | 0.9503 | |
| DSN-DDIAlignment=Attention-based Inductive Bias2025.02 | 0.9125 | 0.9531 | 0.9159 | 0.8952 | 0.9466 | |
| CMRLAlignment=Attention-based Inductive Bias2025.02 | 0.9125 | 0.9318 | 0.9153 | 0.9123 | 0.9524 | |
| ReAlignFitGCNAlignment=Attention-based Inductive Bias, Backbone=GCN2025.02 | 0.9116 | 0.9422 | 0.9155 | 0.9229 | 0.9521 | |
| CGIBAlignment=Attention-based Inductive Bias2025.02 | 0.9108 | 0.9326 | 0.9135 | 0.9155 | 0.9489 | |
| SA-DDIAlignment=Attention-based Inductive Bias2025.02 | 0.91 | 0.9589 | 0.9126 | 0.8839 | 0.9496 | |
| CIGINAlignment=No Representational Alignment2025.02 | 0.9087 | 0.9277 | 0.9033 | 0.8898 | 0.9462 | |
| ISEAlignment=Attention-based Inductive Bias2025.02 | 0.9082 | 0.9436 | 0.9051 | 0.9301 | 0.9496 | |
| MMGNNAlignment=Attention-based Inductive Bias2025.02 | 0.9067 | 0.9434 | 0.9075 | 0.9222 | 0.9528 | |
| MPNNAlignment=No Representational Alignment2025.02 | 0.8873 | 0.9513 | 0.8952 | 0.8366 | 0.9321 | |
| SSI-DDIAlignment=Attention-based Inductive Bias2025.02 | 0.8795 | 0.9383 | 0.8856 | 0.8428 | 0.916 | |
| GATAlignment=No Representational Alignment2025.02 | 0.8794 | 0.9435 | 0.8978 | 0.8352 | 0.9283 | |
| GCNAlignment=No Representational Alignment2025.02 | 0.8762 | 0.9291 | 0.9007 | 0.8466 | 0.9126 | |
| GINAlignment=No Representational Alignment2025.02 | 0.8737 | 0.9301 | 0.8791 | 0.8405 | 0.9123 | |
| MIRACLEAlignment=No Representational Alignment2025.02 | 0.8701 | 0.9288 | 0.8734 | 0.8391 | 0.9088 |