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ResearchFormerly WizWand

Node Classification on CS

96.51AccuracyGraphTARIF
93.171694.038394.90595.7717Jan 28, 2022Oct 16, 2022Jul 5, 2023Mar 23, 2024Dec 10, 2024Aug 29, 2025May 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GraphTARIF2026.0596.51
SAGE2026.0596.29
SAGEapplied_enhancement=Transductive Sharpening2026.0596.24
GAT2026.0596.17
GATapplied_enhancement=Transductive Sharpening2026.0596.17
DMbaGCNModel Type=Graph Mamba2025.1196
GCNSetting=Transductive2024.0595.94
Exphormer2026.0595.92
GCNapplied_enhancement=Transductive Sharpening2026.0595.89
GCN2026.0595.88
NAGphormer2026.0595.85
STAGNN2023.1095.77
EXPHORMER+GCNAvg. Edge Percent=12.8%2024.1195.77
NAGphormer2023.1095.75
NAGphormer2024.0395.75
SGFormerSetting=Transductive2024.0595.71
SGFormer2026.0595.71
NodeFormer2026.0595.69
APPNPModel Type=Deep GNN2025.1195.65
NodeFormer2024.0395.64
NODEFORMERAvg. Edge Percent=12.8%2024.1195.64
VecFormerCategory=VQ GT2026.0295.54
Polynormer-ractivation=ReLU2024.0395.53
NIDGCNSetting=Transductive2024.0595.52
Polynormer2024.0395.51
PolynormerSetting=Transductive2024.0595.51
GPRGNNModel Type=Deep GNN2025.1195.49
GCNIIModel Type=Deep GNN2025.1195.46
GraphGPSCategory=GT2026.0295.42
Polynormer2026.0595.42
PolynormerCategory=GT2026.0295.38
M-DESIGN2025.0795.33
MbaGCNModel Type=Graph Mamba2025.1195.33
DMbaGCN w/o GCAMbaModel Type=Graph Mamba2025.1195.32
GGCN2024.0395.25
GraphFMMethod Variant=NFT2024.0795.24
NAGphormerCategory=GT2026.0295.23
OGFormer2026.0595.2
EXPHORMER*Avg. Edge Percent=12.8%2024.1195.19
SGFormerCategory=GT2026.0295.16
GPRGNN2023.1095.13
GPRGNN2024.0395.13
GPRGNNSetting=Transductive2024.0595.13
GraphFMMethod Variant=MFT2024.0795.1
NodeFormerCategory=GT2026.0295.07
RCLBackbone=GraphSAGE2023.1095.05
ExphormerCategory=GT2026.0295.03
OrderedGNN2024.0395
SPEXPHORMERAvg. Edge Percent=12.8%2024.1195
SpexphormerModel Type=Graph Transformer2025.1195
Exphormer2024.0394.93
DIFFormer2024.0394.78
NIDGATSetting=Transductive2024.0594.75
Graph-MLPSetting=Transductive2024.0594.68
RCLBackbone=GCN2023.1094.66
GT2023.1094.64
GTModel Type=Graph Transformer2025.1194.64
GraphormerModel Type=Graph Transformer2025.1194.64
SAN2023.1094.51
SANModel Type=Graph Transformer2025.1194.51
APPNP2023.1094.49
APPNP2024.0394.49
APPNPSetting=Transductive2024.0594.49
GATSetting=Transductive2024.0594.46
GRAPHSAINTAvg. Edge Percent=12.8%2024.1194.41
GraphSAGEBackbone=GraphSAGE2023.1094.22
GOAT2024.0394.21
GOATAvg. Edge Percent=12.8%2024.1194.21
CLNodeBackbone=GraphSAGE2023.1094.13
ProGNNBackbone=GCN2023.1094.04
GraphGPS2026.0594.04
SSGCModel Type=Deep GNN2025.1193.99
GraphGPS2023.1093.93
GraphGPS2024.0393.93
GRAPHGPSAvg. Edge Percent=12.8%2024.1193.93
GraphGPSModel Type=Graph Transformer2025.1193.93
RCLBackbone=GIN2023.1093.92
GraphSAGE2024.0393.91
GRAPHSAGEAvg. Edge Percent=12.8%2024.1193.91
NeuralSparseBackbone=GraphSAGE2023.1093.89
GNNSVDBackbone=GraphSAGE2023.1093.86
GATModel Type=GNN2025.1193.84
CLNodeBackbone=GCN2023.1093.83
VQGraphSetting=Transductive2024.0593.82
GOAT2026.0593.81
GNNSVDBackbone=GCN2023.1093.79
PTDNetBackbone=GraphSAGE2023.1093.78
GCNModel Type=GNN2025.1193.75
DMbaGCN w/o LSEMbaModel Type=Graph Mamba2025.1193.71
GATCategory=GNN2026.0293.7
GAT2023.1093.61
GAT2024.0393.61
GATAvg. Edge Percent=12.8%2024.1193.61
PTDNetBackbone=GCN2023.1093.6
ABGMLAverage Rank=3.22025.1293.6
SGCModel Type=GNN2025.1193.44
GCNCategory=GNN2026.0293.4
PEGNInput=True Diagram2022.0193.3
BGRLAverage Rank=5.62025.1293.3
CCA-SSGAverage Rank=6.32025.1293.3