Graph Property Prediction on SIDER
70.12ROC AUCLEAP
Evaluation Results
| Method | Links | |
|---|---|---|
| LEAPPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.12 | 70.12 | |
| SUPTsoftPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.12 | 69.9 | |
| GPF-plusPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.12 | 69.82 | |
| GPFPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.12 | 69.69 | |
| SUPThardPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.12 | 69.57 | |
| RELIEFPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.12 | 69.06 | |
| FTPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.12 | 68.57 | |
| LR-GMPBackbone=GIN, Pre-training Method=EdgePred2026.04 | 68.35 | |
| SUPTsoftPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.12 | 68.08 | |
| LEAPPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.12 | 68.08 | |
| SUPThardPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.12 | 68 | |
| GPF-plusBackbone=GIN, Pre-training Method=EdgePred2026.04 | 67.51 | |
| LEAPPre-training Strategy=Infomax, Shot Scenario=full-shot2025.12 | 67.5 | |
| GPFPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.12 | 67.4 | |
| GPF-plusPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.12 | 67.39 | |
| RELIEFPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.12 | 67.33 | |
| GPF-plusPre-training Strategy=Infomax, Shot Scenario=full-shot2025.12 | 67.32 | |
| SUPTsoftPre-training Strategy=Infomax, Shot Scenario=full-shot2025.12 | 67.27 | |
| SUPThardPre-training Strategy=Infomax, Shot Scenario=full-shot2025.12 | 67.23 | |
| GPFPre-training Strategy=Infomax, Shot Scenario=full-shot2025.12 | 67.22 | |
| GPFBackbone=GIN, Pre-training Method=EdgePred2026.04 | 67.2 | |
| VGPBackbone=GIN, Pre-training Method=EdgePred2026.04 | 67.12 | |
| RELIEFPre-training Strategy=Infomax, Shot Scenario=full-shot2025.12 | 67.02 | |
| FTPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.12 | 66.89 | |
| GraphFP2024.12 | 65.93 | |
| FTPre-training Strategy=Infomax, Shot Scenario=full-shot2025.12 | 65.54 | |
| LEAPPre-training Strategy=GCL, Shot Scenario=full-shot2025.12 | 64.99 | |
| SUPTsoftPre-training Strategy=GCL, Shot Scenario=full-shot2025.12 | 64.9 | |
| SUPThardPre-training Strategy=GCL, Shot Scenario=full-shot2025.12 | 64.63 | |
| GPF-plusPre-training Strategy=GCL, Shot Scenario=full-shot2025.12 | 64.39 | |
| FTBackbone=GIN, Pre-training Method=EdgePred2026.04 | 64.35 | |
| GPFPre-training Strategy=GCL, Shot Scenario=full-shot2025.12 | 64.2 | |
| RELIEFPre-training Strategy=GCL, Shot Scenario=full-shot2025.12 | 64.2 | |
| S-CGIBDomain Adaptation=true2024.12 | 64.03 | |
| JOAO2024.12 | 63.55 | |
| FTPre-training Strategy=GCL, Shot Scenario=full-shot2025.12 | 63.52 | |
| AD-GCL-FIXPre-Train Dataset=ZINC 2M2021.06 | 63.28 | |
| S-CGIBDomain Adaptation=false2024.12 | 62.76 | |
| MoAMa2024.12 | 62.69 | |
| SpecMatch-CLPre-Train dataset=ZINC 2M2025.11 | 62.44 | |
| ContextPred2024.12 | 61.83 | |
| GraphCL2024.12 | 61.83 | |
| AttrMasking2024.12 | 61.21 | |
| AttrMaskingPre-Train Dataset=ZINC 2M2021.06 | 61 | |
| GPPT w/o olBackbone=GIN, Pre-training Method=EdgePred2026.04 | 60.94 | |
| ContextPredPre-Train Dataset=ZINC 2M2021.06 | 60.9 | |
| SimGRACEPre-Train dataset=ZINC 2M2025.11 | 60.6 | |
| GraphCLPre-Train Dataset=ZINC 2M2021.06 | 60.53 | |
| AttrMaskingPre-Train dataset=ZINC 2M2025.11 | 60.5 | |
| EdgePredPre-Train Dataset=ZINC 2M2021.06 | 60.4 | |
| EdgePredPre-Train dataset=ZINC 2M2025.11 | 60.4 | |
| JOAOPre-Train dataset=ZINC 2M2025.11 | 60.4 | |
| MICRO-Graph2024.12 | 60.34 | |
| EdgePred2024.12 | 60.18 | |
| JOAOv22024.12 | 59.88 | |
| GraphCLPre-Train dataset=ZINC 2M2025.11 | 59.8 | |
| SimSGT2024.12 | 59.74 | |
| ContextPredPre-Train dataset=ZINC 2M2025.11 | 59.7 | |
| GraphLoG2024.12 | 59.09 | |
| Infomax2024.12 | 59.02 | |
| GraphPromptBackbone=GIN, Pre-training Method=EdgePred2026.04 | 58.71 | |
| InfoGraphPre-Train Dataset=ZINC 2M2021.06 | 58.4 | |
| No Pre-TrainPre-Train dataset=None2025.11 | 58.2 | |
| GROVE2024.12 | 57.53 | |
| MGSSL2024.12 | 57.46 | |
| No Pre-TrainPre-Train Dataset=None2021.06 | 57.3 | |
| LEAPPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.12 | 56.96 | |
| GPF-plusPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.12 | 56.79 | |
| RELIEFPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.12 | 56.73 | |
| SUPTsoftPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.12 | 56.41 | |
| GPFPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.12 | 56.37 | |
| FTPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.12 | 56.33 | |
| SUPThardPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.12 | 56.31 | |
| LEAPPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.12 | 56.17 | |
| RELIEFPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.12 | 56.04 | |
| GPF-plusPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.12 | 55.98 | |
| SUPThardPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.12 | 55.88 | |
| SUPTsoftPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.12 | 55.79 | |
| GPFPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.12 | 55.61 | |
| FTPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.12 | 55.24 | |
| GPPTBackbone=GIN, Pre-training Method=EdgePred2026.04 | 54.86 | |
| LEAPPre-training Strategy=Infomax, Shot Scenario=50-shot2025.12 | 54 | |
| GPF-plusPre-training Strategy=Infomax, Shot Scenario=50-shot2025.12 | 53.89 | |
| RELIEFPre-training Strategy=Infomax, Shot Scenario=50-shot2025.12 | 53.81 | |
| SUPThardPre-training Strategy=Infomax, Shot Scenario=50-shot2025.12 | 53.73 | |
| PatchNetPre-training Data=ZINC+Arxiv2026.06 | 53.71 | |
| GPFPre-training Strategy=Infomax, Shot Scenario=50-shot2025.12 | 53.66 | |
| SUPTsoftPre-training Strategy=Infomax, Shot Scenario=50-shot2025.12 | 53.49 | |
| FTPre-training Strategy=Infomax, Shot Scenario=50-shot2025.12 | 53.47 | |
| PatchNetPre-training Data=ZINC2026.06 | 53.06 | |
| PatchNetPre-training Data=Arxiv2026.06 | 52.77 | |
| LEAPPre-training Strategy=GCL, Shot Scenario=50-shot2025.12 | 52.33 | |
| RELIEFPre-training Strategy=GCL, Shot Scenario=50-shot2025.12 | 52.2 | |
| GINPre-training Data=No pre-train2026.06 | 52.14 | |
| GPF-plusPre-training Strategy=GCL, Shot Scenario=50-shot2025.12 | 51.95 | |
| PatchNetPre-training Data=No pre-train2026.06 | 51.88 | |
| SUPThardPre-training Strategy=GCL, Shot Scenario=50-shot2025.12 | 51.81 | |
| FTPre-training Strategy=GCL, Shot Scenario=50-shot2025.12 | 51.66 | |
| GPFPre-training Strategy=GCL, Shot Scenario=50-shot2025.12 | 51.55 | |
| SUPTsoftPre-training Strategy=GCL, Shot Scenario=50-shot2025.12 | 51.49 |