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ResearchFormerly WizWand

Node Classification on PPI (accuracy)

0.996Node Classification Accuracy (PPI)GAT
0.623680.720340.8170.91366Jan 5, 2019Mar 2, 2020Apr 29, 2021Jun 26, 2022Aug 22, 2023Oct 18, 2024Dec 15, 2025
Updated 8mo ago

Evaluation results

MethodLinks
GAT2024.020.996
PNA2024.020.996
ESA2024.020.995
GATv22024.020.992
GCN2024.020.991
PenumbralArchitecture=GAT2023.060.99
UmbralArchitecture=GAT2023.060.989
dH HyperboloidArchitecture=GAT2023.060.989
dH Hn xiArchitecture=GAT2023.060.987
Laplacian KernelArchitecture=GAT2023.060.986
Dot ProductArchitecture=GAT2023.060.985
Model DefaultArchitecture=GAT2023.060.977
GAT2025.120.973
GIN2024.020.96
DropGIN2024.020.913
ARMA2019.010.905
Chebyshev2019.010.864
CayleyNet2019.010.849
GAT2019.010.813
GCN2019.010.808
GIN2019.010.781
GCN2025.120.757
GraphMAE2 + COREAverage Rank=2.1, Node Masking=GraphMAE22025.120.752
AUG-MAEAverage Rank=2.32025.120.743
BGRLAverage Rank=5.62025.120.736
GraphMAE + COREAverage Rank=4, Node Masking=GraphMAE2025.120.734
GraphMAE2Average Rank=4.62025.120.725
GraphMAEAverage Rank=6.62025.120.714
GraphSAGE2019.010.7
DGIAverage Rank=10.42025.120.638