Drug Synergy Classification on Bliss Size-based OOD
77.66AccuracyOOD-GraphLLM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OOD-GraphLLMSetting=Proposed2026.05 | 77.66 | 85.79 | |
| CancerGPTSetting=LLM-Based2026.05 | 71.92 | 80.3 | |
| BAITSAOSetting=LLM-Based2026.05 | 69.38 | 76.91 | |
| DeepSynergySetting=DNN-Based2026.05 | 68.31 | 78.05 | |
| DDoSSetting=GNN-Based2026.05 | 66.9 | 73.37 | |
| DeepDDSSetting=GNN-Based2026.05 | 65.69 | 71.29 | |
| MFSynDCPSetting=GNN-Based2026.05 | 65.28 | 69.85 | |
| TreeComboSetting=DNN-Based2026.05 | 62.54 | 67.87 | |
| TranSynergySetting=DNN-Based2026.05 | 59.31 | 62.45 | |
| JointSynSetting=GNN-Based2026.05 | 59.12 | 62.4 | |
| GAECDSSetting=GNN-Based2026.05 | 58.54 | 62.28 | |
| MatchMakerSetting=DNN-Based2026.05 | 58.18 | 62.66 | |
| MarSYSetting=DNN-Based2026.05 | 56.73 | 59.26 | |
| DTSynSetting=DNN-Based2026.05 | 54.76 | 57.33 | |
| DFFNDDSSetting=DNN-Based2026.05 | 54.51 | 50.95 | |
| AttenSynSetting=GNN-Based2026.05 | 53.86 | 56.38 |