Multiplex interaction prediction on DGIdb (transductive)
71.5AUROCCAZI-MBN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CAZI-MBNSetting=T2026.02 | 71.5 | 72.9 | 68.7 | 68.4 | |
| HDMISetting=T2026.02 | 55.1 | 55.7 | 54 | 51.1 | |
| DGCLSetting=T2026.02 | 51.9 | 53.1 | 52.7 | 51.2 | |
| Graph TransformerSetting=T2026.02 | 50.5 | 51.4 | 49.3 | 50.8 | |
| CAZI-MBNSetting=Transductive2026.02 | 0.715 | 0.729 | 0.687 | 0.684 | |
| HDMISetting=Transductive2026.02 | 0.551 | 0.557 | 0.54 | 0.511 | |
| DMGISetting=Transductive2026.02 | 0.547 | 0.542 | 0.533 | 0.505 | |
| R-GATSetting=Transductive2026.02 | 0.544 | 0.549 | 0.521 | 0.514 | |
| R-GCNSetting=Transductive2026.02 | 0.536 | 0.541 | 0.53 | 0.508 | |
| MultiplexSAGESetting=Transductive2026.02 | 0.532 | 0.539 | 0.549 | 0.507 | |
| DGCLSetting=Transductive2026.02 | 0.519 | 0.531 | 0.527 | 0.512 | |
| XGB (LLM)Setting=Transductive2026.02 | 0.517 | 0.572 | 0.541 | 0.488 | |
| CoSMIGSetting=Transductive2026.02 | 0.517 | 0.523 | 0.522 | 0.509 | |
| MLP (LLM)Setting=Transductive2026.02 | 0.511 | 0.561 | 0.536 | 0.503 | |
| Graph TransformerSetting=Transductive2026.02 | 0.505 | 0.514 | 0.493 | 0.508 | |
| DGISetting=Transductive2026.02 | 0.503 | 0.507 | 0.51 | 0.5 | |
| GCNSetting=Transductive2026.02 | 0.482 | 0.493 | 0.511 | 0.491 | |
| GraphSAGESetting=Transductive2026.02 | 0.447 | 0.467 | 0.527 | 0.473 | |
| XGBSetting=Transductive2026.02 | 0.35 | 0.389 | 0.579 | 0.421 | |
| MLPSetting=Transductive2026.02 | 0.284 | 0.375 | 0.609 | 0.407 |