Drug Synergy Regression on Loewe (Scaffold-based OOD)
10.09MAEOOD-GraphLLM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OOD-GraphLLMSetting=Proposed2026.05 | 10.09 | 15.8 | |
| MatchMakerSetting=DNN-Based2026.05 | 12.35 | 17.33 | |
| MarSYSetting=DNN-Based2026.05 | 12.36 | 17.71 | |
| JointSynSetting=GNN-Based2026.05 | 12.59 | 18.01 | |
| TranSynergySetting=DNN-Based2026.05 | 12.62 | 17.51 | |
| DeepSynergySetting=DNN-Based2026.05 | 13.31 | 17.73 | |
| CancerGPTSetting=LLM-Based2026.05 | 13.49 | 19.3 | |
| SynergyXSetting=DNN-Based2026.05 | 13.82 | 19.6 | |
| BAITSAOSetting=LLM-Based2026.05 | 14.01 | 19.18 | |
| TreeComboSetting=DNN-Based2026.05 | 14.52 | 22.9 |