Multiplex interaction prediction on DGIdb zero-shot
67.1AUROCCAZI-MBN
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CAZI-MBNSetting=ZS2026.02 | 67.1 | 70.9 | 68.8 | 66.3 | |
| CAZI-MBNSetting=Zero-shot2026.02 | 67.1 | 70.9 | 68.8 | 66.3 | |
| DMGISetting=ZS2026.02 | 52.4 | 52.8 | 52.9 | 50.2 | |
| DMGISetting=Zero-shot2026.02 | 52.4 | 52.8 | 52.9 | 50.2 | |
| MultiplexSAGESetting=Zero-shot2026.02 | 51.8 | 52 | 53.7 | 50.4 | |
| DGCLSetting=ZS2026.02 | 51.3 | 51.5 | 50.9 | 50.2 | |
| DGCLSetting=Zero-shot2026.02 | 51.3 | 51.5 | 50.9 | 50.2 | |
| R-GATSetting=Zero-shot2026.02 | 51.2 | 51.8 | 51.9 | 50.7 | |
| R-GCNSetting=Zero-shot2026.02 | 51 | 51.4 | 52.5 | 50 | |
| CoSMIGSetting=Zero-shot2026.02 | 50.9 | 51.4 | 51.6 | 50 | |
| HDMISetting=Zero-shot2026.02 | 50.7 | 53.6 | 53 | 50.7 | |
| Graph TransformerSetting=ZS2026.02 | 49.8 | 50.2 | 48.6 | 50.4 | |
| Graph TransformerSetting=Zero-shot2026.02 | 49.8 | 50.2 | 48.6 | 50.4 | |
| MLP (LLM)Setting=Zero-shot2026.02 | 49.4 | 52.5 | 52.2 | 49.2 | |
| DGISetting=Zero-shot2026.02 | 48.9 | 50.4 | 50.2 | 47.7 | |
| XGB (LLM)Setting=Zero-shot2026.02 | 48.7 | 52.2 | 51.7 | 49.6 | |
| GCNSetting=Zero-shot2026.02 | 44.8 | 47.9 | 50.2 | 47.3 | |
| GraphSAGESetting=Zero-shot2026.02 | 41.9 | 43.4 | 51.8 | 46.4 | |
| XGBSetting=Zero-shot2026.02 | 33.2 | 36.1 | 51.3 | 40.1 | |
| MLPSetting=Zero-shot2026.02 | 25.8 | 30.7 | 59 | 34.7 |