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ResearchFormerly WizWand

Graph property prediction on ogbg-ppa (test)

82.58AccuracyGatedGCN+
63.818468.689273.5678.4308Oct 19, 2020Jul 9, 2021Mar 29, 2022Dec 17, 2022Sep 6, 2023May 26, 2024Feb 13, 2025
Updated 8mo ago

Evaluation results

MethodLinks
GatedGCN+enhanced=true2025.0282.58
GIN+enhanced=true2025.0281.07
GCN+enhanced=true2025.0280.77
GPSNumber of parameters=3.4m2023.0580.15
GraphGPS2025.0280.15
PDFNumber of parameters=2.0m, Sparse Representation=true2023.0580.1
GECO2025.0279.82
ExpCNumber of parameters=1.4m2023.0579.76
DeeperGCN + FLAGBackbone=DeeperGCN, Virtual Nodes=false2020.1077.52
DeeperGCNBackbone=DeeperGCN, Virtual Nodes=false2020.1077.12
DeeperGNumber of parameters=2.3m2023.0577.12
GatedGCN2025.0275.31
KS-SATNumber of parameters=NA2023.0575.22
SAT2025.0275.22
GIN-Virtual + FLAGBackbone=GIN, Virtual Nodes=true2020.1072.45
GIN-VirtualBackbone=GIN, Virtual Nodes=true2020.1070.37
GCN-Virtual + FLAGBackbone=GCN, Virtual Nodes=true2020.1069.44
GIN + FLAGBackbone=GIN, Virtual Nodes=false2020.1069.05
GINBackbone=GIN, Virtual Nodes=false2020.1068.92
GINNumber of parameters=1.9m2023.0568.92
GIN2025.0268.92
GCN-VirtualBackbone=GCN, Virtual Nodes=true2020.1068.57
GCNBackbone=GCN, Virtual Nodes=false2020.1068.39
GCNNumber of parameters=0.5m2023.0568.39
GCN2025.0268.39
GCN + FLAGBackbone=GCN, Virtual Nodes=false2020.1068.38
GT2025.0264.54