Drug Synergy Classification on HSA Scaffold-based OOD
80.98Accuracy (ACC)OOD-GraphLLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OOD-GraphLLMSetting=Proposed2026.05 | 80.98 | 83.48 | |
| MatchMakerSetting=DNN-Based2026.05 | 77.97 | 73.71 | |
| CancerGPTSetting=LLM-Based2026.05 | 77.65 | 80.66 | |
| JointSynSetting=GNN-Based2026.05 | 77.26 | 69.62 | |
| TranSynergySetting=DNN-Based2026.05 | 76.79 | 73.14 | |
| AttenSynSetting=GNN-Based2026.05 | 76.62 | 70.9 | |
| BAITSAOSetting=LLM-Based2026.05 | 75.13 | 79.85 | |
| MarSYSetting=DNN-Based2026.05 | 74.67 | 73.18 | |
| DTSynSetting=DNN-Based2026.05 | 74.42 | 69.49 | |
| DeepSynergySetting=DNN-Based2026.05 | 72.88 | 75.62 | |
| TreeComboSetting=DNN-Based2026.05 | 72.35 | 76.32 | |
| GAECDSSetting=GNN-Based2026.05 | 71.23 | 72.56 | |
| DDoSSetting=GNN-Based2026.05 | 71.16 | 73.03 | |
| DeepDDSSetting=GNN-Based2026.05 | 68.7 | 73.95 | |
| MFSynDCPSetting=GNN-Based2026.05 | 67.31 | 73.42 | |
| DFFNDDSSetting=DNN-Based2026.05 | 66.04 | 49.58 |