Drug Synergy Classification on ZIP Scaffold-based OOD
76.98AccuracyOOD-GraphLLM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OOD-GraphLLMSetting=Proposed2026.05 | 76.98 | 85.84 | |
| CancerGPTSetting=LLM-Based2026.05 | 76.08 | 78.11 | |
| DDoSSetting=GNN-Based2026.05 | 68.97 | 76.27 | |
| MFSynDCPSetting=GNN-Based2026.05 | 68.83 | 76.07 | |
| BAITSAOSetting=LLM-Based2026.05 | 68.03 | 76.21 | |
| DeepSynergySetting=DNN-Based2026.05 | 67.16 | 75.61 | |
| DeepDDSSetting=GNN-Based2026.05 | 66.61 | 74.21 | |
| GAECDSSetting=GNN-Based2026.05 | 65.96 | 71.9 | |
| TreeComboSetting=DNN-Based2026.05 | 65.65 | 75.23 | |
| JointSynSetting=GNN-Based2026.05 | 62.36 | 71.09 | |
| DTSynSetting=DNN-Based2026.05 | 62.03 | 69.22 | |
| AttenSynSetting=GNN-Based2026.05 | 58 | 61.15 | |
| MatchMakerSetting=DNN-Based2026.05 | 57.49 | 67.35 | |
| TranSynergySetting=DNN-Based2026.05 | 57.46 | 65.16 | |
| MarSYSetting=DNN-Based2026.05 | 55.19 | 66.21 | |
| DFFNDDSSetting=DNN-Based2026.05 | 49.91 | 48.17 |