Graph property prediction on MUV
0.8504ROC-AUCLR-GMP
Evaluation results
| Method | Links | |
|---|---|---|
| LR-GMPBackbone=GIN, Pre-training Method=EdgePred2026.04 | 0.8504 | |
| SUPTsoftPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.12 | 0.8426 | |
| LEAPPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.12 | 0.8421 | |
| SUPThardPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.12 | 0.8415 | |
| GPFPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.12 | 0.8408 | |
| GPF-plusPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.12 | 0.8408 | |
| RELIEFPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.12 | 0.8391 | |
| FTPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.12 | 0.8352 | |
| GPF-plusBackbone=GIN, Pre-training Method=EdgePred2026.04 | 0.8313 | |
| GPFBackbone=GIN, Pre-training Method=EdgePred2026.04 | 0.8286 | |
| VGPBackbone=GIN, Pre-training Method=EdgePred2026.04 | 0.8264 | |
| GPPT w/o olBackbone=GIN, Pre-training Method=EdgePred2026.04 | 0.8206 | |
| FTPre-training Strategy=Infomax, Shot Scenario=full-shot2025.12 | 0.8169 | |
| SUPTsoftPre-training Strategy=Infomax, Shot Scenario=full-shot2025.12 | 0.8169 | |
| GPF-plusPre-training Strategy=Infomax, Shot Scenario=full-shot2025.12 | 0.8166 | |
| LEAPPre-training Strategy=Infomax, Shot Scenario=full-shot2025.12 | 0.8149 | |
| SUPThardPre-training Strategy=Infomax, Shot Scenario=full-shot2025.12 | 0.8146 | |
| GPFPre-training Strategy=Infomax, Shot Scenario=full-shot2025.12 | 0.813 | |
| LEAPPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.12 | 0.808 | |
| GPF-plusPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.12 | 0.8074 | |
| GPFPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.12 | 0.8048 | |
| SUPTsoftPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.12 | 0.8035 | |
| SUPThardPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.12 | 0.8033 | |
| RELIEFPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.12 | 0.8026 | |
| FTPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.12 | 0.8022 | |
| RELIEFPre-training Strategy=Infomax, Shot Scenario=full-shot2025.12 | 0.8002 | |
| FTBackbone=GIN, Pre-training Method=EdgePred2026.04 | 0.7967 | |
| SpecMatch-CLPre-Train dataset=ZINC 2M2025.11 | 0.7886 | |
| S-CGIBDomain Adaptation=true2024.12 | 0.7771 | |
| SimGRACEPre-Train dataset=ZINC 2M2025.11 | 0.769 | |
| JOAOPre-Train dataset=ZINC 2M2025.11 | 0.766 | |
| GraphCLPre-Train dataset=ZINC 2M2025.11 | 0.764 | |
| ContextPredPre-Train Dataset=ZINC 2M2021.06 | 0.758 | |
| AttrMaskingPre-Train dataset=ZINC 2M2025.11 | 0.758 | |
| InfoGraphPre-Train Dataset=ZINC 2M2021.06 | 0.753 | |
| EdgePredPre-Train dataset=ZINC 2M2025.11 | 0.751 | |
| AttrMaskingPre-Train Dataset=ZINC 2M2021.06 | 0.747 | |
| LEAPPre-training Strategy=GCL, Shot Scenario=full-shot2025.12 | 0.7428 | |
| GPF-plusPre-training Strategy=GCL, Shot Scenario=full-shot2025.12 | 0.7421 | |
| S-CGIBDomain Adaptation=false2024.12 | 0.7412 | |
| EdgePredPre-Train Dataset=ZINC 2M2021.06 | 0.741 | |
| GPFPre-training Strategy=GCL, Shot Scenario=full-shot2025.12 | 0.7385 | |
| SUPTsoftPre-training Strategy=GCL, Shot Scenario=full-shot2025.12 | 0.7369 | |
| MGSSL2024.12 | 0.7344 | |
| FTPre-training Strategy=GCL, Shot Scenario=full-shot2025.12 | 0.734 | |
| SUPThardPre-training Strategy=GCL, Shot Scenario=full-shot2025.12 | 0.73 | |
| SimSGT2024.12 | 0.7279 | |
| RELIEFPre-training Strategy=GCL, Shot Scenario=full-shot2025.12 | 0.7255 | |
| GraphLoG2024.12 | 0.7252 | |
| ContextPredPre-Train dataset=ZINC 2M2025.11 | 0.725 | |
| MoAMa2024.12 | 0.7241 | |
| AD-GCL-FIXPre-Train Dataset=ZINC 2M2021.06 | 0.723 | |
| Infomax2024.12 | 0.7214 | |
| GraphCL2024.12 | 0.7214 | |
| GraphFP2024.12 | 0.7182 | |
| No Pre-TrainPre-Train Dataset=None2021.06 | 0.718 | |
| ContextPred2024.12 | 0.7143 | |
| EdgePred2024.12 | 0.7081 | |
| No Pre-TrainPre-Train dataset=None2025.11 | 0.707 | |
| MICRO-Graph2024.12 | 0.7046 | |
| JOAO2024.12 | 0.6981 | |
| GraphCLPre-Train Dataset=ZINC 2M2021.06 | 0.698 | |
| JOAOv22024.12 | 0.685 | |
| AttrMasking2024.12 | 0.6793 | |
| GROVE2024.12 | 0.6767 | |
| LEAPPre-training Strategy=Infomax, Shot Scenario=50-shot2025.12 | 0.6728 | |
| GPF-plusPre-training Strategy=Infomax, Shot Scenario=50-shot2025.12 | 0.6722 | |
| GPFPre-training Strategy=Infomax, Shot Scenario=50-shot2025.12 | 0.6717 | |
| RELIEFPre-training Strategy=Infomax, Shot Scenario=50-shot2025.12 | 0.6709 | |
| SUPThardPre-training Strategy=Infomax, Shot Scenario=50-shot2025.12 | 0.6675 | |
| SUPTsoftPre-training Strategy=Infomax, Shot Scenario=50-shot2025.12 | 0.6669 | |
| FTPre-training Strategy=Infomax, Shot Scenario=50-shot2025.12 | 0.652 | |
| LEAPPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.12 | 0.6492 | |
| GPF-plusPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.12 | 0.6459 | |
| SUPTsoftPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.12 | 0.6442 | |
| RELIEFPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.12 | 0.6437 | |
| GPFPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.12 | 0.6428 | |
| LEAPPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.12 | 0.6342 | |
| FTPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.12 | 0.633 | |
| RELIEFPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.12 | 0.6309 | |
| GPPTBackbone=GIN, Pre-training Method=EdgePred2026.04 | 0.6305 | |
| GPF-plusPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.12 | 0.6299 | |
| SUPThardPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.12 | 0.6294 | |
| SUPTsoftPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.12 | 0.6285 | |
| GPFPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.12 | 0.627 | |
| GraphPromptBackbone=GIN, Pre-training Method=EdgePred2026.04 | 0.6235 | |
| FTPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.12 | 0.6209 | |
| SUPThardPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.12 | 0.6119 | |
| LEAPPre-training Strategy=GCL, Shot Scenario=50-shot2025.12 | 0.5359 | |
| RELIEFPre-training Strategy=GCL, Shot Scenario=50-shot2025.12 | 0.5355 | |
| GPF-plusPre-training Strategy=GCL, Shot Scenario=50-shot2025.12 | 0.527 | |
| SUPTsoftPre-training Strategy=GCL, Shot Scenario=50-shot2025.12 | 0.5252 | |
| GPFPre-training Strategy=GCL, Shot Scenario=50-shot2025.12 | 0.5232 | |
| FTPre-training Strategy=GCL, Shot Scenario=50-shot2025.12 | 0.5201 | |
| SUPThardPre-training Strategy=GCL, Shot Scenario=50-shot2025.12 | 0.5199 |