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ResearchFormerly WizWand

Graph Classification on ogbg-molpcba (val)

32.54APGraphGPT-B (24 layers)
20.11223.338526.56529.7915Oct 25, 2021Mar 6, 2022Jul 17, 2022Nov 27, 2022Apr 9, 2023Aug 20, 2023Dec 31, 2023
Updated 8mo ago

Evaluation results

MethodLinks
GraphGPT-B (24 layers)Params=227.3M, Pre-trained on PCQM4M-v2=true, Layers=242023.1232.54
Graphormer-LParams=119.5M, Pre-trained on PCQM4M-v2=true2023.1232.27
GraphGPT-B (12 layers)Params=113.6M, Pre-trained on PCQM4M-v2=true, Layers=122023.1232.27
GraphGPT-MParams=37.7M, Pre-trained on PCQM4M-v2=true2023.1231.62
PDIFFParams=3.84M, Pre-trained on PCQM4M-v2=false2023.1231.15
PHC-GNNVirtual node=false2021.1030.68
GINEVirtual node=true2021.1030.65
GINE-VNParams=6.1M, Pre-trained on PCQM4M-v2=false2023.1230.65
Nested GINVirtual node=true, Ensemble=true2021.1030.59
NGIN-VNParams=44.19M, Pre-trained on PCQM4M-v2=false2023.1230.59
Nested GINVirtual node=true2021.1029.15
GINVirtual node=true2021.1027.98
GCNVirtual node=true2021.1024.95
GINParams=1.92M, Pre-trained on PCQM4M-v2=false2023.1223.05
GCNParams=0.57M, Pre-trained on PCQM4M-v2=false2023.1220.59