Node Classification on questions
0.9703ROC AUCNIDGAT
Evaluation Results
| Method | Links | |
|---|---|---|
| NIDGATSetting=Transductive2024.05 | 0.9703 | |
| NIDGCNSetting=Transductive2024.05 | 0.9685 | |
| SIES2026.06 | 0.802 | |
| Co-GNN2026.06 | 0.8002 | |
| Lie Unitary GCNArchitecture Type=Unitary, Layer Definition=Lie UniConv2024.10 | 0.8001 | |
| UniGCN2026.06 | 0.8001 | |
| AdaRSetting=Supervised Transductive2026.06 | 0.7927 | |
| Unitary GCNArchitecture Type=Unitary, Layer Definition=UniConv2024.10 | 0.7921 | |
| MAVNBackbone=GCN2026.06 | 0.7912 | |
| GCNImplementation=ours2024.06 | 0.7902 | |
| GCN*variant=enhanced2026.06 | 0.7902 | |
| HOGA+robust diffusion and HRP=true2026.05 | 0.79 | |
| MAVNBackbone=GAT2026.06 | 0.7896 | |
| PolynormerImplementation=ours2024.06 | 0.7894 | |
| Polynormer-rNumber of runs=10, Activation=ReLU2024.03 | 0.7892 | |
| PolynormerSetting=Transductive2024.05 | 0.7892 | |
| PolynormerImplementation=reported2024.06 | 0.7892 | |
| Polynormer2026.05 | 0.7892 | |
| Polynormer2026.06 | 0.7892 | |
| FSGNNrobust diffusion and HRP=false2026.05 | 0.789 | |
| FSGNNNumber of runs=102024.03 | 0.7886 | |
| FSGNNImplementation=reported2024.06 | 0.7886 | |
| FSGNN2025.12 | 0.7886 | |
| GraphCON2026.06 | 0.7882 | |
| GCNIISetting=Supervised Transductive2026.06 | 0.7862 | |
| SIGNrobust diffusion and HRP=false2026.05 | 0.786 | |
| GARNN+robust diffusion and HRP=true2026.05 | 0.785 | |
| GCN2026.06 | 0.7849 | |
| GARNNrobust diffusion and HRP=false2026.05 | 0.784 | |
| SIGN+robust diffusion and HRP=true2026.05 | 0.784 | |
| GATSetting=Transductive2024.05 | 0.7835 | |
| GCN†Recipe=Deep2026.05 | 0.7834 | |
| PolyFormer2026.06 | 0.7832 | |
| HOGArobust diffusion and HRP=false2026.05 | 0.783 | |
| GQT + RGVQ2025.08 | 0.7826 | |
| GAMLP+robust diffusion and HRP=true2026.05 | 0.782 | |
| OURSPipeline=B (LCF-Net)2026.05 | 0.7818 | |
| ATLAS-NF2025.12 | 0.7817 | |
| GQT + Reset2025.08 | 0.7813 | |
| N^22026.06 | 0.7807 | |
| ReP2026.06 | 0.7796 | |
| PolynormerNumber of runs=10, Activation=Default2024.03 | 0.7795 | |
| GTArchitecture Type=Message Passing2024.10 | 0.7795 | |
| GATImplementation=ours2024.06 | 0.7795 | |
| GAT*variant=enhanced2026.06 | 0.7795 | |
| GAT2026.06 | 0.7791 | |
| N2Setting=Supervised Transductive2026.06 | 0.7786 | |
| APPNPSetting=Transductive2024.05 | 0.7782 | |
| MAVNBackbone=GraphSAGE2026.06 | 0.7778 | |
| JDR2026.06 | 0.7752 | |
| GATArchitecture Type=Message Passing2024.10 | 0.7743 | |
| GAT2025.12 | 0.7743 | |
| GATSetting=Supervised Transductive2026.06 | 0.7743 | |
| GraphSAGE2026.06 | 0.7742 | |
| GAT†Recipe=Deep2026.05 | 0.7741 | |
| GCNSetting=Transductive2024.05 | 0.774 | |
| ACMGNNrobust diffusion and HRP=false2026.05 | 0.774 | |
| ATLAS-LPF-NF2025.12 | 0.7735 | |
| FAGCN2025.12 | 0.7724 | |
| FAGCNSetting=Supervised Transductive2026.06 | 0.7724 | |
| GraphSAGEImplementation=ours2024.06 | 0.7721 | |
| GraphSAGE*variant=enhanced2026.06 | 0.7721 | |
| GQT + AP2025.08 | 0.7696 | |
| GAT-seprobust diffusion and HRP=false2026.05 | 0.768 | |
| GAT-sepNumber of runs=102024.03 | 0.7679 | |
| GATImplementation=reported2024.06 | 0.7679 | |
| GAT2025.08 | 0.7679 | |
| GQT + PT2025.08 | 0.7674 | |
| GQT2025.08 | 0.7652 | |
| GraphSAGENumber of runs=102024.03 | 0.7644 | |
| SAGEArchitecture Type=Message Passing2024.10 | 0.7644 | |
| GraphSAGEImplementation=reported2024.06 | 0.7644 | |
| SAGE2025.12 | 0.7644 | |
| SAGE†Recipe=Deep2026.05 | 0.7644 | |
| SAGErobust diffusion and HRP=false2026.05 | 0.764 | |
| tGNNrobust diffusion and HRP=false2026.05 | 0.764 | |
| tGNNNumber of runs=102024.03 | 0.7638 | |
| GQT + SimVQ2025.08 | 0.7635 | |
| DIR-GNNNumber of runs=102024.03 | 0.7613 | |
| GCNrobust diffusion and HRP=false2026.05 | 0.761 | |
| DIR-GNNrobust diffusion and HRP=false2026.05 | 0.761 | |
| GCNNumber of runs=102024.03 | 0.7609 | |
| GCNArchitecture Type=Message Passing2024.10 | 0.7609 | |
| GCNImplementation=reported2024.06 | 0.7609 | |
| GCN2024.11 | 0.7609 | |
| GCN2025.12 | 0.7609 | |
| GCN2025.08 | 0.7609 | |
| GCNSetting=Supervised Transductive2026.06 | 0.7609 | |
| GQT + EMA2025.08 | 0.7594 | |
| GAMLProbust diffusion and HRP=false2026.05 | 0.759 | |
| GOATNumber of runs=102024.03 | 0.7576 | |
| GOAT2024.11 | 0.7576 | |
| O-GNNrobust diffusion and HRP=false2026.05 | 0.751 | |
| OrderedGNNNumber of runs=102024.03 | 0.7509 | |
| OrderedGNN2025.12 | 0.7509 | |
| NodeFormerImplementation=ours2024.06 | 0.7502 | |
| G2-GNNNumber of runs=102024.03 | 0.7482 | |
| G^2-GNNrobust diffusion and HRP=false2026.05 | 0.748 | |
| GBK-GNN2025.12 | 0.7447 | |
| NodeFormerNumber of runs=102024.03 | 0.7427 |