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ResearchFormerly WizWand

Node Classification on questions

0.9703ROC AUCNIDGAT
0.7335960.7950480.85650.917952Mar 2, 2024Jul 20, 2024Dec 8, 2024Apr 27, 2025Sep 15, 2025Feb 2, 2026Jun 23, 2026
Updated 3mo ago

Evaluation results

MethodLinks
NIDGATSetting=Transductive2024.050.9703
NIDGCNSetting=Transductive2024.050.9685
SIES2026.060.802
Co-GNN2026.060.8002
Lie Unitary GCNArchitecture Type=Unitary, Layer Definition=Lie UniConv2024.100.8001
UniGCN2026.060.8001
AdaRSetting=Supervised Transductive2026.060.7927
Unitary GCNArchitecture Type=Unitary, Layer Definition=UniConv2024.100.7921
MAVNBackbone=GCN2026.060.7912
GCNImplementation=ours2024.060.7902
GCN*variant=enhanced2026.060.7902
HOGA+robust diffusion and HRP=true2026.050.79
MAVNBackbone=GAT2026.060.7896
PolynormerImplementation=ours2024.060.7894
Polynormer-rNumber of runs=10, Activation=ReLU2024.030.7892
PolynormerSetting=Transductive2024.050.7892
PolynormerImplementation=reported2024.060.7892
Polynormer2026.050.7892
Polynormer2026.060.7892
FSGNNrobust diffusion and HRP=false2026.050.789
FSGNNNumber of runs=102024.030.7886
FSGNNImplementation=reported2024.060.7886
FSGNN2025.120.7886
GraphCON2026.060.7882
GCNIISetting=Supervised Transductive2026.060.7862
SIGNrobust diffusion and HRP=false2026.050.786
GARNN+robust diffusion and HRP=true2026.050.785
GCN2026.060.7849
GARNNrobust diffusion and HRP=false2026.050.784
SIGN+robust diffusion and HRP=true2026.050.784
GATSetting=Transductive2024.050.7835
GCN†Recipe=Deep2026.050.7834
PolyFormer2026.060.7832
HOGArobust diffusion and HRP=false2026.050.783
GQT + RGVQ2025.080.7826
GAMLP+robust diffusion and HRP=true2026.050.782
OURSPipeline=B (LCF-Net)2026.050.7818
ATLAS-NF2025.120.7817
GQT + Reset2025.080.7813
N^22026.060.7807
ReP2026.060.7796
PolynormerNumber of runs=10, Activation=Default2024.030.7795
GTArchitecture Type=Message Passing2024.100.7795
GATImplementation=ours2024.060.7795
GAT*variant=enhanced2026.060.7795
GAT2026.060.7791
N2Setting=Supervised Transductive2026.060.7786
APPNPSetting=Transductive2024.050.7782
MAVNBackbone=GraphSAGE2026.060.7778
JDR2026.060.7752
GATArchitecture Type=Message Passing2024.100.7743
GAT2025.120.7743
GATSetting=Supervised Transductive2026.060.7743
GraphSAGE2026.060.7742
GAT†Recipe=Deep2026.050.7741
GCNSetting=Transductive2024.050.774
ACMGNNrobust diffusion and HRP=false2026.050.774
ATLAS-LPF-NF2025.120.7735
FAGCN2025.120.7724
FAGCNSetting=Supervised Transductive2026.060.7724
GraphSAGEImplementation=ours2024.060.7721
GraphSAGE*variant=enhanced2026.060.7721
GQT + AP2025.080.7696
GAT-seprobust diffusion and HRP=false2026.050.768
GAT-sepNumber of runs=102024.030.7679
GATImplementation=reported2024.060.7679
GAT2025.080.7679
GQT + PT2025.080.7674
GQT2025.080.7652
GraphSAGENumber of runs=102024.030.7644
SAGEArchitecture Type=Message Passing2024.100.7644
GraphSAGEImplementation=reported2024.060.7644
SAGE2025.120.7644
SAGE†Recipe=Deep2026.050.7644
SAGErobust diffusion and HRP=false2026.050.764
tGNNrobust diffusion and HRP=false2026.050.764
tGNNNumber of runs=102024.030.7638
GQT + SimVQ2025.080.7635
DIR-GNNNumber of runs=102024.030.7613
GCNrobust diffusion and HRP=false2026.050.761
DIR-GNNrobust diffusion and HRP=false2026.050.761
GCNNumber of runs=102024.030.7609
GCNArchitecture Type=Message Passing2024.100.7609
GCNImplementation=reported2024.060.7609
GCN2024.110.7609
GCN2025.120.7609
GCN2025.080.7609
GCNSetting=Supervised Transductive2026.060.7609
GQT + EMA2025.080.7594
GAMLProbust diffusion and HRP=false2026.050.759
GOATNumber of runs=102024.030.7576
GOAT2024.110.7576
O-GNNrobust diffusion and HRP=false2026.050.751
OrderedGNNNumber of runs=102024.030.7509
OrderedGNN2025.120.7509
NodeFormerImplementation=ours2024.060.7502
G2-GNNNumber of runs=102024.030.7482
G^2-GNNrobust diffusion and HRP=false2026.050.748
GBK-GNN2025.120.7447
NodeFormerNumber of runs=102024.030.7427