Drug Synergy Classification on HSA Size-based OOD
79.97AccuracyOOD-GraphLLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OOD-GraphLLMSetting=Proposed2026.05 | 79.97 | 83 | |
| CancerGPTSetting=LLM-Based2026.05 | 77.75 | 78.14 | |
| BAITSAOSetting=LLM-Based2026.05 | 76.59 | 79.63 | |
| TranSynergySetting=DNN-Based2026.05 | 76.48 | 77.46 | |
| JointSynSetting=GNN-Based2026.05 | 76.08 | 66.98 | |
| DeepSynergySetting=DNN-Based2026.05 | 75.85 | 75.95 | |
| MatchMakerSetting=DNN-Based2026.05 | 75.76 | 71.8 | |
| MarSYSetting=DNN-Based2026.05 | 74.11 | 70.35 | |
| DTSynSetting=DNN-Based2026.05 | 73.01 | 68.03 | |
| AttenSynSetting=GNN-Based2026.05 | 72.47 | 67.6 | |
| DDoSSetting=GNN-Based2026.05 | 72 | 75.37 | |
| DeepDDSSetting=GNN-Based2026.05 | 71.92 | 77.07 | |
| GAECDSSetting=GNN-Based2026.05 | 71.65 | 70.23 | |
| TreeComboSetting=DNN-Based2026.05 | 69.38 | 73.39 | |
| DFFNDDSSetting=DNN-Based2026.05 | 68.4 | 50.78 | |
| MFSynDCPSetting=GNN-Based2026.05 | 65.99 | 70.61 |