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ResearchFormerly WizWand

Node Classification on Questions (test)

80.02AUROCCO-GNN
52.959259.984667.0174.0354May 22, 2023Nov 22, 2023May 25, 2024Nov 26, 2024May 29, 2025Nov 30, 2025Jun 3, 2026
Updated 4mo ago

Evaluation results

MethodLinks
CO-GNNModel Category=MPNNs2025.0580.02
CO-GNNAggregator=Σ, Σ2025.0580.02
POLYNORMER2024.0678.92
FSGNN2023.0578.86
FSGNN2023.0578.86
FSGNNModel Category=Heterophily-Designated GNNs2025.0578.86
FSGNN2025.0578.86
NeuralWalker2024.0678.52
FLODE2023.0578.39
FLODE2023.0578.39
MP-SSMModel Category=Ours2025.0578.18
MP-SSM2025.0578.18
GT-sep2023.0578.05
GT-sep2023.0578.05
GT-sep2025.0578.05
GT2023.0577.95
GTModel Category=Graph Transformers2025.0577.95
GT2025.0577.95
GPSBackbone=GCN+Performer, PE=LapPE2025.0577.85
GATPE=RWSE2025.0577.83
GCNPE=RWSE2025.0577.81
GCNPE=LapPE2025.0577.79
GAT2023.0577.43
GATModel Category=MPNNs2025.0577.43
GAT2025.0577.43
FAGCNtable_row=152023.0577.24
FAGCNModel Category=Heterophily-Designated GNNs2025.0577.24
FAGCN2025.0577.24
GPSBackbone=GAT+Performer, PE=RWSE2025.0577.14
GATPE=DEG2025.0577.1
GCNPE=DEG2025.0576.96
GAT-sep2023.0576.79
GAT(-SEP)2024.0676.79
GAT-sep2025.0576.79
GPSBackbone=GAT+Performer, PE=LapPE2025.0576.71
Gated-GCNModel Category=MPNNs2025.0576.61
Gated-GCN2025.0576.61
GATPE=LapPE2025.0576.55
CO-GNNAggregator=µ, µ2025.0576.54
GPSBackbone=GAT+Performer, PE=DEG2025.0576.51
GPSBackbone=GCN+Performer, PE=RWSE2025.0576.45
GraphSAGE2023.0576.44
SAGEModel Category=MPNNs2025.0576.44
SAGE2025.0576.44
GCN2023.0576.09
GCN2024.0676.09
GCNModel Category=MPNNs2025.0576.09
GCN2025.0576.09
ResNet+SGC2023.0575.81
ResNet+SGC2025.0575.81
ResNet+adj2023.0575.77
ResNet+adj2025.0575.77
GOATModel Category=Graph Transformers2025.0575.76
GOAT2025.0575.76
GBK-GNN2023.0574.47
GBK-GNNModel Category=Heterophily-Designated GNNs2025.0574.47
GBK-GNN2025.0574.47
GPSBackbone=GCN+Performer, PE=DEG2025.0574.24
EXPHORMER2024.0673.94
ExphormerModel Category=Graph Transformers2025.0573.94
Exphormer2025.0573.94
JacobiConv2023.0573.88
JacobiConv2025.0573.88
GPS2024.0671.73
GPSModel Category=Graph Transformers2025.0571.73
GPS2025.0571.73
NAG-MASAugmentation=MAS2026.0671.3
SGC-12025.0571.06
CR-MASAugmentation=MAS2026.0670.6
ResNet2023.0570.34
ResNet2025.0570.34
MLP-12025.0570.33
NAG2026.0670.2
MLP-22025.0569.97
CR-TASAugmentation=TAS2026.0669.7
NAG-TASAugmentation=TAS2026.0669.1
NAGPHORMER2024.0668.17
NAGphormer2025.0568.17
GPS2026.0668.1
GPS-MASAugmentation=MAS2026.0666.1
CPGNN2023.0565.96
CPGNN2025.0565.96
GloGNN2023.0565.74
GloGNN2025.0565.74
GPS-TASAugmentation=TAS2026.0665.7
GCN-MASAugmentation=MAS2026.0665.4
VCR-TASAugmentation=TAS2026.0664.2
GCN-TASAugmentation=TAS2026.0664
FAGCNtable_row=102023.0563.59
H2GCNModel Category=Heterophily-Designated GNNs2025.0563.59
H2GCN2025.0563.59
VCR-MASAugmentation=MAS2026.0662.7
VCR2026.0659.7
H2GCN2023.0555.48
GPR-GNNModel Category=Heterophily-Designated GNNs2025.0555.48
GPR-GNN2025.0555.48
GCN2026.0654