Drug Synergy Classification on Loewe Scaffold-based OOD
93.55AccuracyOOD-GraphLLM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OOD-GraphLLMSetting=Proposed2026.05 | 93.55 | 86.19 | |
| MatchMakerSetting=DNN-Based2026.05 | 93.11 | 78.55 | |
| TreeComboSetting=DNN-Based2026.05 | 93.05 | 80.14 | |
| DeepSynergySetting=DNN-Based2026.05 | 93.01 | 82.28 | |
| TranSynergySetting=DNN-Based2026.05 | 92.93 | 77.66 | |
| MarSYSetting=DNN-Based2026.05 | 92.92 | 77.22 | |
| JointSynSetting=GNN-Based2026.05 | 92.81 | 73.56 | |
| AttenSynSetting=GNN-Based2026.05 | 92.76 | 72.73 | |
| GAECDSSetting=GNN-Based2026.05 | 91.93 | 78.94 | |
| BAITSAOSetting=LLM-Based2026.05 | 91.61 | 80.42 | |
| DDoSSetting=GNN-Based2026.05 | 91.53 | 76.38 | |
| DeepDDSSetting=GNN-Based2026.05 | 91.18 | 74.3 | |
| CancerGPTSetting=LLM-Based2026.05 | 89.52 | 85.64 | |
| DFFNDDSSetting=DNN-Based2026.05 | 80.74 | 53.59 | |
| MFSynDCPSetting=GNN-Based2026.05 | 75.21 | 70.93 | |
| DTSynSetting=DNN-Based2026.05 | 63.08 | 77.67 |