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ResearchFormerly WizWand

Node Classification Accuracy on WikiCS

85.52AccuracyBES
25.761641.275856.7972.3042Aug 8, 2025Sep 29, 2025Nov 20, 2025Jan 12, 2026Mar 5, 2026Apr 26, 2026Jun 18, 2026
Updated 4mo ago

Evaluation results

MethodLinks
BES2026.0685.52
MPNN-GATBackbone=GAT2026.0685.48
MPNN-SAGEBackbone=GraphSAGE2026.0685.4
MPNN-GCNBackbone=GCN2026.0684.05
GQT + RGVQ2025.0883.58
IGCL2026.0682.99
GQT + Reset2025.0882.84
Cheb2026.0682.52
GQT + AP2025.0882.03
GQT + SimVQ2025.0881.78
GATv22026.0681.71
GraphSAGE2026.0681.3
GraphECL2026.0681.28
GAT†Recipe=Deep2026.0581.26
NodeImport-SAGEBackbone=GraphSAGE2026.0681.26
GAT2026.0680.88
SAGE†Recipe=Deep2026.0580.69
GCN†Recipe=Deep2026.0580.49
GCN2026.0680.48
SSGC2026.0680.28
SGC2026.0680.11
Polynormer2026.0580.1
GFT + RGVQRegime=Pre-trained and Fine-tuned2025.0880.1
GQT2025.0880.03
NodeImport-GATBackbone=GAT2026.0680.03
GQT + EMA2025.0879.98
OURSPipeline=A2026.0579.92
GFT + ResetRegime=Pre-trained and Fine-tuned2025.0879.85
GFT + APRegime=Pre-trained and Fine-tuned2025.0879.73
Best 2LLayers=22026.0579.6
GFTRegime=Pre-trained and Fine-tuned2025.0879.13
GFT + EMARegime=Pre-trained and Fine-tuned2025.0878.94
GraphGPS2026.0578.66
GraphGPS2025.0878.66
Exphomer2025.0878.54
S2-DiGCLSupervision Type=Unsupervised2025.1078.42
GraphCLSupervision Type=Unsupervised2025.1078.37
NodeImport-GCNBackbone=GCN2026.0678.12
DiGCNSupervision Type=Supervised2025.1077.63
GCNSupervision Type=Supervised2025.1077.56
GCN2025.0877.47
GATSupervision Type=Supervised2025.1077
GAT2025.0876.91
MagNetSupervision Type=Supervised2025.1076.74
GFT + SimVQRegime=Pre-trained and Fine-tuned2025.0876.57
GIANTRegime=Self-supervised2025.0876.56
BGRLRegime=Self-supervised2025.0876.53
GATRegime=Supervised2025.0876.28
H2GCN2026.0676.27
GQT + PT2025.0875.65
UGCLSupervision Type=Unsupervised2025.1075.43
DGIRegime=Self-supervised2025.0875.32
GCNRegime=Supervised2025.0875.28
RAW-GNNSupervision Type=Supervised2025.1075.09
DiGCLSupervision Type=Unsupervised2025.1074.83
NodeFormer2025.0874.73
SGNN2026.0674.36
DGISupervision Type=Unsupervised2025.1074.19
SGFormer2026.0573.46
SGFormer2025.0873.46
GCASupervision Type=Unsupervised2025.1072.82
GFT + PTRegime=Pre-trained and Fine-tuned2025.0872.75
GraphMAERegime=Self-supervised2025.0872.61
GRACESupervision Type=Unsupervised2025.1070.49
GATShots=5-shot2025.1067.35
GILTShots=5-shot2025.1066.8
GCNShots=5-shot2025.1065.85
GraphCLShots=5-shot2025.1063.68
DGIShots=5-shot2025.1063.04
GraphAnyShots=5-shot2025.1057.86
MLPShots=5-shot2025.1055.07
RiemannGFMShots=5-shot2025.1053.21
GraphAnyShots=1-shot2025.1051.12
RiemannGFMShots=1-shot2025.1049.85
GINRegime=Supervised2025.0849.77
OFAShots=5-shot2025.1049.23
GCOPEShots=5-shot2025.1047.73
GILTShots=1-shot2025.1046.13
DGIShots=1-shot2025.1038.94
GCOPEShots=1-shot2025.1038.72
OFAShots=1-shot2025.1038.5
GCNShots=1-shot2025.1037.53
GraphCLShots=1-shot2025.1036.38
GATShots=1-shot2025.1036.11
MLPShots=1-shot2025.1028.3
KGNN2026.0628.06