List your company
ResearchFormerly WizWand

Graph Classification on OGBG-PPA (test)

80.4AccuracyWIRE
63.905668.187872.4776.7522Feb 7, 2022Sep 16, 2022Apr 25, 2023Dec 2, 2023Jul 10, 2024Feb 16, 2025Sep 26, 2025
Updated 4mo ago

Evaluation results

MethodLinks
WIREModel Architecture=Performer, Complexity=O(N)2025.0980.4
TransformerComplexity=O(N^2), Positional Encoding=Baseline2025.0980.2
GPS2022.0580.15
GPS2024.0680.15
PerformerComplexity=O(N), Positional Encoding=Baseline2025.0980.09
ExpC2022.0579.76
NeuralWalker2024.0678.88
DeeperGCN2022.0577.12
k-subtree SAT-PNABase Architecture=PNA2022.0275.22
K-Subtree SAT2022.0575.22
SAT2024.0675.22
k-subtree SAT-GCNBase Architecture=GCN2022.0274.83
k-subtree SAT-GINBase Architecture=GIN2022.0273.06
GIN-Virtual NodeVirtual Node=true2022.0270.37
GINvirtual node=true2022.0570.37
GIN2024.0670.37
GIN2022.0268.92
GCN-Virtual NodeVirtual Node=true2022.0268.57
GCNvirtual node=true2022.0568.57
GCN2024.0668.57
GCN2022.0268.39
Transformer2022.0264.54