Drug Synergy Classification on ZIP Size-based OOD
76.56AccuracyOOD-GraphLLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OOD-GraphLLMSetting=Proposed2026.05 | 76.56 | 85.25 | |
| CancerGPTSetting=LLM-Based2026.05 | 73.99 | 81.75 | |
| DeepSynergySetting=DNN-Based2026.05 | 73.34 | 83.12 | |
| BAITSAOSetting=LLM-Based2026.05 | 69.39 | 76.4 | |
| DDoSSetting=GNN-Based2026.05 | 69.06 | 74.09 | |
| TreeComboSetting=DNN-Based2026.05 | 68.22 | 76.03 | |
| DeepDDSSetting=GNN-Based2026.05 | 68.06 | 74.09 | |
| MFSynDCPSetting=GNN-Based2026.05 | 65.94 | 71.89 | |
| DTSynSetting=DNN-Based2026.05 | 64.28 | 69.4 | |
| MatchMakerSetting=DNN-Based2026.05 | 63.98 | 69.97 | |
| JointSynSetting=GNN-Based2026.05 | 63.03 | 70.14 | |
| AttenSynSetting=GNN-Based2026.05 | 61.93 | 65.36 | |
| TranSynergySetting=DNN-Based2026.05 | 61.65 | 65.17 | |
| GAECDSSetting=GNN-Based2026.05 | 60.87 | 72 | |
| MarSYSetting=DNN-Based2026.05 | 53.98 | 68.49 | |
| DFFNDDSSetting=DNN-Based2026.05 | 51.32 | 50.67 |