Multiplex Interaction Prediction on ChEMBL
81.2AUROCCAZI-MBN
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CAZI-MBNSetting=Transductive2026.02 | 81.2 | 86.3 | 88.9 | 75.7 | |
| CAZI-MBNSetting=Zero-shot2026.02 | 79.1 | 83.9 | 85.7 | 72.3 | |
| HDMISetting=Transductive2026.02 | 66.3 | 76.2 | 78.9 | 73 | |
| DMGISetting=Transductive2026.02 | 66.1 | 74.9 | 77.3 | 71.2 | |
| CoSMIGSetting=Transductive2026.02 | 66.1 | 73.2 | 75.5 | 70.2 | |
| DGCLSetting=Transductive2026.02 | 65.9 | 71.2 | 73.9 | 69.8 | |
| R-GATSetting=Transductive2026.02 | 65.5 | 74.2 | 77.1 | 72.2 | |
| MultiplexSAGESetting=Transductive2026.02 | 65.3 | 70.9 | 71.2 | 70.5 | |
| DMGISetting=Zero-shot2026.02 | 65.2 | 74.5 | 75.6 | 71.1 | |
| DGISetting=Transductive2026.02 | 65.1 | 71.9 | 73.8 | 67.3 | |
| XGB (LLM)Setting=Transductive2026.02 | 64.8 | 69.4 | 73.5 | 72.1 | |
| HDMISetting=Zero-shot2026.02 | 64.8 | 73.5 | 72.6 | 71.6 | |
| R-GCNSetting=Transductive2026.02 | 64.7 | 72.5 | 76 | 71.9 | |
| Graph TransformerSetting=Transductive2026.02 | 64.4 | 71.5 | 74.1 | 65.7 | |
| R-GATSetting=Zero-shot2026.02 | 64.3 | 73.1 | 72 | 70.8 | |
| CoSMIGSetting=Zero-shot2026.02 | 64.1 | 73.3 | 72.9 | 68.3 | |
| MultiplexSAGESetting=Zero-shot2026.02 | 63.8 | 71.8 | 71.1 | 69.9 | |
| MLP (LLM)Setting=Zero-shot2026.02 | 63.4 | 72.8 | 69.1 | 63.9 | |
| GCNSetting=Transductive2026.02 | 63.2 | 70 | 70.9 | 64.1 | |
| GraphSAGESetting=Transductive2026.02 | 63.1 | 69.8 | 73.4 | 66.3 | |
| DGCLSetting=Zero-shot2026.02 | 63.1 | 70.2 | 69.3 | 67.5 | |
| R-GCNSetting=Zero-shot2026.02 | 63 | 71.9 | 71.4 | 68.7 | |
| Graph TransformerSetting=Zero-shot2026.02 | 62.8 | 72 | 72.5 | 62.8 | |
| MLP (LLM)Setting=Transductive2026.02 | 62.4 | 67.8 | 71.8 | 69.7 | |
| GraphSAGESetting=Zero-shot2026.02 | 62.4 | 71.3 | 64 | 61.1 | |
| XGB (LLM)Setting=Zero-shot2026.02 | 62.2 | 71.2 | 63.7 | 61.6 | |
| DGISetting=Zero-shot2026.02 | 61.9 | 70.9 | 70.8 | 63.4 | |
| GCNSetting=Zero-shot2026.02 | 61.2 | 70.2 | 63.3 | 60.7 | |
| MLPSetting=Transductive2026.02 | 53.1 | 62.9 | 65.7 | 61.3 | |
| XGBSetting=Transductive2026.02 | 51.5 | 60.7 | 69.9 | 58.7 | |
| MLPSetting=Zero-shot2026.02 | 48.7 | 53.9 | 62.1 | 58.1 | |
| XGBSetting=Zero-shot2026.02 | 48.1 | 54.2 | 60.8 | 57.4 |