Drug Synergy Regression on Bliss Scaffold-based OOD
20.63MAEOOD-GraphLLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OOD-GraphLLMSetting=Proposed2026.05 | 20.63 | 29.24 | |
| CancerGPTSetting=LLM-Based2026.05 | 21.74 | 32.63 | |
| BAITSAOSetting=LLM-Based2026.05 | 24.77 | 33.28 | |
| DeepSynergySetting=DNN-Based2026.05 | 24.83 | 34.05 | |
| MatchMakerSetting=DNN-Based2026.05 | 25.56 | 34.29 | |
| JointSynSetting=GNN-Based2026.05 | 26.56 | 34.41 | |
| TranSynergySetting=DNN-Based2026.05 | 26.69 | 34.41 | |
| MarSYSetting=DNN-Based2026.05 | 27.17 | 36.07 | |
| SynergyXSetting=DNN-Based2026.05 | 27.76 | 35.28 | |
| TreeComboSetting=DNN-Based2026.05 | 28.08 | 43.62 |