Graph Property Prediction on ClinTox
94.3ROC-AUC<SOGk>
Evaluation Results
| Method | Links | |
|---|---|---|
| <SOGk>Backbone=LLaMA2-7B2026.02 | 94.3 | |
| <SOGk>Backbone=LLaMA3-3B2026.02 | 85.5 | |
| Galactica-120BProtocol=Zero-shot2026.02 | 82.6 | |
| LEAPPre-training Strategy=GCL, Shot Scenario=full-shot2025.12 | 80.08 | |
| LEAPPre-training Strategy=GCL, Shot Scenario=50-shot2025.12 | 79.93 | |
| AD-GCL-FIXPre-Train Dataset=ZINC 2M2021.06 | 79.78 | |
| RELIEFPre-training Strategy=GCL, Shot Scenario=full-shot2025.12 | 79.7 | |
| RELIEFPre-training Strategy=GCL, Shot Scenario=50-shot2025.12 | 79.53 | |
| GPF-plusPre-training Strategy=GCL, Shot Scenario=full-shot2025.12 | 79.36 | |
| GPF-plusPre-training Strategy=GCL, Shot Scenario=50-shot2025.12 | 79.16 | |
| GPFPre-training Strategy=GCL, Shot Scenario=full-shot2025.12 | 79.11 | |
| SUPTsoftPre-training Strategy=GCL, Shot Scenario=full-shot2025.12 | 78.99 | |
| GPFPre-training Strategy=GCL, Shot Scenario=50-shot2025.12 | 78.91 | |
| SUPThardPre-training Strategy=GCL, Shot Scenario=full-shot2025.12 | 78.86 | |
| S-CGIBDomain Adaptation=true2024.12 | 78.58 | |
| LR-GMPBackbone=GIN, Pre-training Method=EdgePred2026.04 | 78.56 | |
| SUPThardPre-training Strategy=GCL, Shot Scenario=50-shot2025.12 | 78.34 | |
| SUPTsoftPre-training Strategy=GCL, Shot Scenario=50-shot2025.12 | 78.28 | |
| SpecMatch-CLPre-Train dataset=ZINC 2M2025.11 | 77.78 | |
| MICRO-Graph2024.12 | 77.56 | |
| GraphCLPre-Train dataset=ZINC 2M2025.11 | 77.5 | |
| FTPre-training Strategy=GCL, Shot Scenario=full-shot2025.12 | 77.32 | |
| LEAPPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.12 | 77.27 | |
| GPF-plusPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.12 | 77.2 | |
| SUPTsoftPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.12 | 77.2 | |
| MoAMa2024.12 | 77.11 | |
| LEAPPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.12 | 77.04 | |
| JOAO2024.12 | 77.02 | |
| SUPThardPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.12 | 76.96 | |
| SUPTsoftPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.12 | 76.91 | |
| GPF-plusPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.12 | 76.9 | |
| GraphFP2024.12 | 76.8 | |
| SUPThardPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.12 | 76.58 | |
| GPFPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.12 | 76.52 | |
| GPFPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.12 | 76.51 | |
| RELIEFPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.12 | 76.48 | |
| RELIEFPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.12 | 76.32 | |
| FTPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.12 | 76.19 | |
| FTPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.12 | 76.02 | |
| GraphCLPre-Train Dataset=ZINC 2M2021.06 | 75.99 | |
| LEAPPre-training Strategy=Infomax, Shot Scenario=full-shot2025.12 | 75.98 | |
| SUPTsoftPre-training Strategy=Infomax, Shot Scenario=full-shot2025.12 | 75.86 | |
| MGSSL2024.12 | 75.84 | |
| SimGRACEPre-Train dataset=ZINC 2M2025.11 | 75.6 | |
| SUPThardPre-training Strategy=Infomax, Shot Scenario=full-shot2025.12 | 75.6 | |
| GPF-plusPre-training Strategy=Infomax, Shot Scenario=full-shot2025.12 | 75.56 | |
| FTPre-training Strategy=GCL, Shot Scenario=50-shot2025.12 | 75.35 | |
| RELIEFPre-training Strategy=Infomax, Shot Scenario=full-shot2025.12 | 75.29 | |
| GPFPre-training Strategy=Infomax, Shot Scenario=full-shot2025.12 | 74.94 | |
| VGPBackbone=GIN, Pre-training Method=EdgePred2026.04 | 74.82 | |
| S-CGIBDomain Adaptation=false2024.12 | 74.69 | |
| SimSGT2024.12 | 74.11 | |
| ContextPredPre-Train dataset=ZINC 2M2025.11 | 74 | |
| AttrMaskingPre-Train dataset=ZINC 2M2025.11 | 73.5 | |
| LEAPPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.12 | 73.33 | |
| RELIEFPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.12 | 72.79 | |
| GROVE2024.12 | 72.53 | |
| FTPre-training Strategy=Infomax, Shot Scenario=full-shot2025.12 | 71.83 | |
| AttrMaskingPre-Train Dataset=ZINC 2M2021.06 | 71.8 | |
| GPF-plusPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.12 | 70.94 | |
| InfoGraphPre-Train Dataset=ZINC 2M2021.06 | 69.9 | |
| GPFPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.12 | 69.52 | |
| GPFBackbone=GIN, Pre-training Method=EdgePred2026.04 | 69.49 | |
| SUPThardPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.12 | 69.41 | |
| FTBackbone=GIN, Pre-training Method=EdgePred2026.04 | 69.07 | |
| SUPTsoftPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.12 | 68.89 | |
| GPF-plusBackbone=GIN, Pre-training Method=EdgePred2026.04 | 68.8 | |
| JOAOPre-Train dataset=ZINC 2M2025.11 | 66.6 | |
| LEAPPre-training Strategy=Infomax, Shot Scenario=50-shot2025.12 | 66.44 | |
| RELIEFPre-training Strategy=Infomax, Shot Scenario=50-shot2025.12 | 66.2 | |
| ContextPredPre-Train Dataset=ZINC 2M2021.06 | 65.9 | |
| GPF-plusPre-training Strategy=Infomax, Shot Scenario=50-shot2025.12 | 65.85 | |
| SUPThardPre-training Strategy=Infomax, Shot Scenario=50-shot2025.12 | 65.83 | |
| SUPTsoftPre-training Strategy=Infomax, Shot Scenario=50-shot2025.12 | 65.82 | |
| JOAOv22024.12 | 65.22 | |
| GPFPre-training Strategy=Infomax, Shot Scenario=50-shot2025.12 | 65 | |
| FTPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.12 | 64.55 | |
| EdgePredPre-Train Dataset=ZINC 2M2021.06 | 64.1 | |
| EdgePredPre-Train dataset=ZINC 2M2025.11 | 64.1 | |
| LLaMA3-3BProtocol=LoRA SFT2026.02 | 63.8 | |
| RELIEFPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.12 | 62.66 | |
| LEAPPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.12 | 62.29 | |
| GPPT w/o olBackbone=GIN, Pre-training Method=EdgePred2026.04 | 62.15 | |
| GPF-plusPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.12 | 62.03 | |
| EdgePred2024.12 | 61.62 | |
| GraphCL2024.12 | 61.62 | |
| FTPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.12 | 61.27 | |
| FTPre-training Strategy=Infomax, Shot Scenario=50-shot2025.12 | 61.11 | |
| GPFPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.12 | 60.85 | |
| AttrMasking2024.12 | 60.11 | |
| GPPTBackbone=GIN, Pre-training Method=EdgePred2026.04 | 59.81 | |
| SUPThardPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.12 | 59.72 | |
| SUPTsoftPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.12 | 59.5 | |
| LLaMA2-7BProtocol=LoRA SFT2026.02 | 59.3 | |
| Infomax2024.12 | 58.62 | |
| No Pre-TrainPre-Train dataset=None2025.11 | 58.4 | |
| No Pre-TrainPre-Train Dataset=None2021.06 | 58 | |
| ContextPred2024.12 | 55.63 | |
| GraphPromptBackbone=GIN, Pre-training Method=EdgePred2026.04 | 55.37 | |
| GraphLoG2024.12 | 53.76 |