Drug Synergy Classification on Bliss Scaffold-based OOD
77.27AccuracyOOD-GraphLLM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OOD-GraphLLMSetting=Proposed2026.05 | 77.27 | 85.31 | |
| CancerGPTSetting=LLM-Based2026.05 | 71.74 | 81.17 | |
| BAITSAOSetting=LLM-Based2026.05 | 68.29 | 75.18 | |
| MFSynDCPSetting=GNN-Based2026.05 | 65.01 | 70.6 | |
| DeepSynergySetting=DNN-Based2026.05 | 64.53 | 72.14 | |
| DDoSSetting=GNN-Based2026.05 | 63.71 | 70.26 | |
| DeepDDSSetting=GNN-Based2026.05 | 62.1 | 66.82 | |
| TreeComboSetting=DNN-Based2026.05 | 61.8 | 68.7 | |
| GAECDSSetting=GNN-Based2026.05 | 61.54 | 61.82 | |
| MatchMakerSetting=DNN-Based2026.05 | 59.8 | 62.92 | |
| JointSynSetting=GNN-Based2026.05 | 59.07 | 62.86 | |
| MarSYSetting=DNN-Based2026.05 | 58.51 | 61.32 | |
| DTSynSetting=DNN-Based2026.05 | 56.89 | 59.79 | |
| DFFNDDSSetting=DNN-Based2026.05 | 55.98 | 47.75 | |
| AttenSynSetting=GNN-Based2026.05 | 55.91 | 58.51 | |
| TranSynergySetting=DNN-Based2026.05 | 54.95 | 61.21 |