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ResearchFormerly WizWand

Graph Property Prediction on SIDER

70.12ROC AUCLEAP
50.744855.774960.80565.8351Jun 10, 2021Apr 11, 2022Feb 10, 2023Dec 13, 2023Oct 13, 2024Aug 14, 2025Jun 16, 2026
Updated 4mo ago

Evaluation results

MethodLinks
LEAPPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.1270.12
SUPTsoftPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.1269.9
GPF-plusPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.1269.82
GPFPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.1269.69
SUPThardPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.1269.57
RELIEFPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.1269.06
FTPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.1268.57
LR-GMPBackbone=GIN, Pre-training Method=EdgePred2026.0468.35
SUPTsoftPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.1268.08
LEAPPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.1268.08
SUPThardPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.1268
GPF-plusBackbone=GIN, Pre-training Method=EdgePred2026.0467.51
LEAPPre-training Strategy=Infomax, Shot Scenario=full-shot2025.1267.5
GPFPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.1267.4
GPF-plusPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.1267.39
RELIEFPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.1267.33
GPF-plusPre-training Strategy=Infomax, Shot Scenario=full-shot2025.1267.32
SUPTsoftPre-training Strategy=Infomax, Shot Scenario=full-shot2025.1267.27
SUPThardPre-training Strategy=Infomax, Shot Scenario=full-shot2025.1267.23
GPFPre-training Strategy=Infomax, Shot Scenario=full-shot2025.1267.22
GPFBackbone=GIN, Pre-training Method=EdgePred2026.0467.2
VGPBackbone=GIN, Pre-training Method=EdgePred2026.0467.12
RELIEFPre-training Strategy=Infomax, Shot Scenario=full-shot2025.1267.02
FTPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.1266.89
GraphFP2024.1265.93
FTPre-training Strategy=Infomax, Shot Scenario=full-shot2025.1265.54
LEAPPre-training Strategy=GCL, Shot Scenario=full-shot2025.1264.99
SUPTsoftPre-training Strategy=GCL, Shot Scenario=full-shot2025.1264.9
SUPThardPre-training Strategy=GCL, Shot Scenario=full-shot2025.1264.63
GPF-plusPre-training Strategy=GCL, Shot Scenario=full-shot2025.1264.39
FTBackbone=GIN, Pre-training Method=EdgePred2026.0464.35
GPFPre-training Strategy=GCL, Shot Scenario=full-shot2025.1264.2
RELIEFPre-training Strategy=GCL, Shot Scenario=full-shot2025.1264.2
S-CGIBDomain Adaptation=true2024.1264.03
JOAO2024.1263.55
FTPre-training Strategy=GCL, Shot Scenario=full-shot2025.1263.52
AD-GCL-FIXPre-Train Dataset=ZINC 2M2021.0663.28
S-CGIBDomain Adaptation=false2024.1262.76
MoAMa2024.1262.69
SpecMatch-CLPre-Train dataset=ZINC 2M2025.1162.44
ContextPred2024.1261.83
GraphCL2024.1261.83
AttrMasking2024.1261.21
AttrMaskingPre-Train Dataset=ZINC 2M2021.0661
GPPT w/o olBackbone=GIN, Pre-training Method=EdgePred2026.0460.94
ContextPredPre-Train Dataset=ZINC 2M2021.0660.9
SimGRACEPre-Train dataset=ZINC 2M2025.1160.6
GraphCLPre-Train Dataset=ZINC 2M2021.0660.53
AttrMaskingPre-Train dataset=ZINC 2M2025.1160.5
EdgePredPre-Train Dataset=ZINC 2M2021.0660.4
EdgePredPre-Train dataset=ZINC 2M2025.1160.4
JOAOPre-Train dataset=ZINC 2M2025.1160.4
MICRO-Graph2024.1260.34
EdgePred2024.1260.18
JOAOv22024.1259.88
GraphCLPre-Train dataset=ZINC 2M2025.1159.8
SimSGT2024.1259.74
ContextPredPre-Train dataset=ZINC 2M2025.1159.7
GraphLoG2024.1259.09
Infomax2024.1259.02
GraphPromptBackbone=GIN, Pre-training Method=EdgePred2026.0458.71
InfoGraphPre-Train Dataset=ZINC 2M2021.0658.4
No Pre-TrainPre-Train dataset=None2025.1158.2
GROVE2024.1257.53
MGSSL2024.1257.46
No Pre-TrainPre-Train Dataset=None2021.0657.3
LEAPPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.1256.96
GPF-plusPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.1256.79
RELIEFPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.1256.73
SUPTsoftPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.1256.41
GPFPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.1256.37
FTPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.1256.33
SUPThardPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.1256.31
LEAPPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.1256.17
RELIEFPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.1256.04
GPF-plusPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.1255.98
SUPThardPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.1255.88
SUPTsoftPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.1255.79
GPFPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.1255.61
FTPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.1255.24
GPPTBackbone=GIN, Pre-training Method=EdgePred2026.0454.86
LEAPPre-training Strategy=Infomax, Shot Scenario=50-shot2025.1254
GPF-plusPre-training Strategy=Infomax, Shot Scenario=50-shot2025.1253.89
RELIEFPre-training Strategy=Infomax, Shot Scenario=50-shot2025.1253.81
SUPThardPre-training Strategy=Infomax, Shot Scenario=50-shot2025.1253.73
PatchNetPre-training Data=ZINC+Arxiv2026.0653.71
GPFPre-training Strategy=Infomax, Shot Scenario=50-shot2025.1253.66
SUPTsoftPre-training Strategy=Infomax, Shot Scenario=50-shot2025.1253.49
FTPre-training Strategy=Infomax, Shot Scenario=50-shot2025.1253.47
PatchNetPre-training Data=ZINC2026.0653.06
PatchNetPre-training Data=Arxiv2026.0652.77
LEAPPre-training Strategy=GCL, Shot Scenario=50-shot2025.1252.33
RELIEFPre-training Strategy=GCL, Shot Scenario=50-shot2025.1252.2
GINPre-training Data=No pre-train2026.0652.14
GPF-plusPre-training Strategy=GCL, Shot Scenario=50-shot2025.1251.95
PatchNetPre-training Data=No pre-train2026.0651.88
SUPThardPre-training Strategy=GCL, Shot Scenario=50-shot2025.1251.81
FTPre-training Strategy=GCL, Shot Scenario=50-shot2025.1251.66
GPFPre-training Strategy=GCL, Shot Scenario=50-shot2025.1251.55
SUPTsoftPre-training Strategy=GCL, Shot Scenario=50-shot2025.1251.49