Drug Synergy Classification on Loewe Size-based OOD
96.17AccuracyOOD-GraphLLM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OOD-GraphLLMSetting=Proposed2026.05 | 96.17 | 96.8 | |
| CancerGPTSetting=LLM-Based2026.05 | 93.17 | 85.23 | |
| TranSynergySetting=DNN-Based2026.05 | 92.86 | 76.96 | |
| MarSYSetting=DNN-Based2026.05 | 92.86 | 77.82 | |
| AttenSynSetting=GNN-Based2026.05 | 92.76 | 78.71 | |
| MatchMakerSetting=DNN-Based2026.05 | 92.72 | 76.54 | |
| JointSynSetting=GNN-Based2026.05 | 92.7 | 79.61 | |
| BAITSAOSetting=LLM-Based2026.05 | 92.65 | 80.67 | |
| TreeComboSetting=DNN-Based2026.05 | 92.6 | 78.35 | |
| DTSynSetting=DNN-Based2026.05 | 92.46 | 77.66 | |
| DeepSynergySetting=DNN-Based2026.05 | 91.31 | 78.07 | |
| DDoSSetting=GNN-Based2026.05 | 90.48 | 72.49 | |
| GAECDSSetting=GNN-Based2026.05 | 90.48 | 79.09 | |
| DeepDDSSetting=GNN-Based2026.05 | 87.98 | 79.25 | |
| DFFNDDSSetting=DNN-Based2026.05 | 87.46 | 57.84 | |
| MFSynDCPSetting=GNN-Based2026.05 | 77.1 | 71.35 |