Graph Property Prediction on BBBP
88.75ROC-AUCS-CGIB
Evaluation results
| Method | Links | |
|---|---|---|
| S-CGIBDomain Adaptation=true2024.12 | 88.75 | |
| GROVE2024.12 | 87.15 | |
| S-CGIBDomain Adaptation=false2024.12 | 86.71 | |
| MoAMa2024.12 | 85.89 | |
| MGSSL2024.12 | 79.52 | |
| LEAPPre-training Strategy=GCL, Shot Scenario=full-shot2025.12 | 77.69 | |
| GPF-plusPre-training Strategy=GCL, Shot Scenario=full-shot2025.12 | 77.44 | |
| GPFPre-training Strategy=GCL, Shot Scenario=full-shot2025.12 | 77.2 | |
| RELIEFPre-training Strategy=GCL, Shot Scenario=full-shot2025.12 | 76.93 | |
| SUPThardPre-training Strategy=GCL, Shot Scenario=full-shot2025.12 | 76.25 | |
| FTPre-training Strategy=GCL, Shot Scenario=full-shot2025.12 | 76.13 | |
| SUPTsoftPre-training Strategy=GCL, Shot Scenario=full-shot2025.12 | 76.09 | |
| LEAPPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.12 | 76.01 | |
| SUPThardPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.12 | 75.62 | |
| GPF-plusPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.12 | 75.42 | |
| FTPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.12 | 75.33 | |
| RELIEFPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.12 | 75.18 | |
| SUPTsoftPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.12 | 75.08 | |
| LEAPPre-training Strategy=Infomax, Shot Scenario=full-shot2025.12 | 74.89 | |
| GPFPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.12 | 74.85 | |
| FTPre-training Strategy=Infomax, Shot Scenario=full-shot2025.12 | 74.61 | |
| SUPTsoftPre-training Strategy=Infomax, Shot Scenario=full-shot2025.12 | 74.55 | |
| GPF-plusPre-training Strategy=Infomax, Shot Scenario=full-shot2025.12 | 74.42 | |
| GPFPre-training Strategy=Infomax, Shot Scenario=full-shot2025.12 | 74.19 | |
| RELIEFPre-training Strategy=Infomax, Shot Scenario=full-shot2025.12 | 74.18 | |
| SUPThardPre-training Strategy=Infomax, Shot Scenario=full-shot2025.12 | 73.99 | |
| LEAPPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.12 | 73.84 | |
| SUPTsoftPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.12 | 73.51 | |
| SUPThardPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.12 | 73.28 | |
| RELIEFPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.12 | 73.16 | |
| GPF-plusPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.12 | 73.15 | |
| GPFPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.12 | 73.08 | |
| SpecMatch-CLPre-Train dataset=ZINC 2M2025.11 | 72.88 | |
| FTPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.12 | 72.71 | |
| GraphFP2024.12 | 72.05 | |
| JOAOv22024.12 | 71.98 | |
| JOAO2024.12 | 71.63 | |
| SimSGT2024.12 | 71.51 | |
| SimGRACEPre-Train dataset=ZINC 2M2025.11 | 71.3 | |
| ContextPredPre-Train dataset=ZINC 2M2025.11 | 70.6 | |
| AD-GCL-FIXPre-Train Dataset=ZINC 2M2021.06 | 70.01 | |
| GraphCLPre-Train Dataset=ZINC 2M2021.06 | 69.68 | |
| ContextPred2024.12 | 69.1 | |
| InfoGraphPre-Train Dataset=ZINC 2M2021.06 | 68.8 | |
| Infomax2024.12 | 68.39 | |
| GraphCL2024.12 | 68.39 | |
| LEAPPre-training Strategy=Infomax, Shot Scenario=50-shot2025.12 | 68.27 | |
| ContextPredPre-Train Dataset=ZINC 2M2021.06 | 68 | |
| GraphCLPre-Train dataset=ZINC 2M2025.11 | 67.8 | |
| EdgePredPre-Train Dataset=ZINC 2M2021.06 | 67.3 | |
| EdgePredPre-Train dataset=ZINC 2M2025.11 | 67.3 | |
| MICRO-Graph2024.12 | 67.21 | |
| RELIEFPre-training Strategy=Infomax, Shot Scenario=50-shot2025.12 | 67.21 | |
| AttrMasking2024.12 | 67.12 | |
| LEAPPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.12 | 66.95 | |
| GPF-plusPre-training Strategy=Infomax, Shot Scenario=50-shot2025.12 | 66.94 | |
| RELIEFPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.12 | 66.86 | |
| GPFPre-training Strategy=Infomax, Shot Scenario=50-shot2025.12 | 66.85 | |
| GPF-plusPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.12 | 66.83 | |
| SUPThardPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.12 | 66.8 | |
| GraphLoG2024.12 | 66.75 | |
| GPFPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.12 | 66.41 | |
| JOAOPre-Train dataset=ZINC 2M2025.11 | 66.4 | |
| SUPTsoftPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.12 | 66.33 | |
| FTPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.12 | 66.26 | |
| SUPTsoftPre-training Strategy=Infomax, Shot Scenario=50-shot2025.12 | 66.21 | |
| SUPThardPre-training Strategy=Infomax, Shot Scenario=50-shot2025.12 | 66 | |
| No Pre-TrainPre-Train Dataset=None2021.06 | 65.8 | |
| No Pre-TrainPre-Train dataset=None2025.11 | 65.7 | |
| AttrMaskingPre-Train dataset=ZINC 2M2025.11 | 65.2 | |
| FTPre-training Strategy=Infomax, Shot Scenario=50-shot2025.12 | 65.03 | |
| EdgePred2024.12 | 64.73 | |
| AttrMaskingPre-Train Dataset=ZINC 2M2021.06 | 64.3 | |
| RELIEFPre-training Strategy=GCL, Shot Scenario=50-shot2025.12 | 63.73 | |
| LEAPPre-training Strategy=GCL, Shot Scenario=50-shot2025.12 | 63.55 | |
| GPF-plusPre-training Strategy=GCL, Shot Scenario=50-shot2025.12 | 62.99 | |
| LEAPPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.12 | 62.98 | |
| RELIEFPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.12 | 62.86 | |
| FTPre-training Strategy=GCL, Shot Scenario=50-shot2025.12 | 62.81 | |
| FTPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.12 | 62.69 | |
| SUPTsoftPre-training Strategy=GCL, Shot Scenario=50-shot2025.12 | 62.64 | |
| SUPThardPre-training Strategy=GCL, Shot Scenario=50-shot2025.12 | 62.55 | |
| GPF-plusPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.12 | 62.12 | |
| SUPThardPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.12 | 62.11 | |
| SUPTsoftPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.12 | 61.93 | |
| GPFPre-training Strategy=GCL, Shot Scenario=50-shot2025.12 | 61.86 | |
| GPFPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.12 | 61.77 |