Node Classification on tolokers
86.21ROC AUCGCN†
Evaluation results
| Method | Links | |
|---|---|---|
| GCN†Recipe=Deep2026.05 | 86.21 | |
| Polynormer-rNumber of runs=10, Activation=ReLU2024.03 | 85.91 | |
| GAT†Recipe=Deep2026.05 | 85.71 | |
| GAMLP+robust diffusion and HRP=true2026.05 | 85.5 | |
| Lie Unitary GCNArchitecture Type=Unitary, Layer Definition=Lie UniConv2024.10 | 85.18 | |
| GAMLProbust diffusion and HRP=false2026.05 | 85.1 | |
| GAMLP2026.06 | 85.07 | |
| FilterMoE2026.06 | 85.06 | |
| AdaRSetting=Supervised Transductive2026.06 | 84.92 | |
| N2Setting=Supervised Transductive2026.06 | 84.85 | |
| PolynormerNumber of runs=10, Activation=Default2024.03 | 84.83 | |
| Unitary GCNArchitecture Type=Unitary, Layer Definition=UniConv2024.10 | 84.83 | |
| SGFormer2026.05 | 84.81 | |
| SAGE†Recipe=Deep2026.05 | 84.72 | |
| GRAPHGPSSetting=Supervised Transductive2026.06 | 84.7 | |
| SIGN+robust diffusion and HRP=true2026.05 | 84.6 | |
| OURSPipeline=B (LCF-Net)2026.05 | 84.56 | |
| COMBA2026.02 | 84.5 | |
| EXPHORMERSetting=Supervised Transductive2026.06 | 84.2 | |
| SIGN2026.06 | 84.13 | |
| SIGNrobust diffusion and HRP=false2026.05 | 84.1 | |
| GARNN+robust diffusion and HRP=true2026.05 | 84 | |
| GCN2026.02 | 83.8 | |
| GAT-seprobust diffusion and HRP=false2026.05 | 83.8 | |
| GAT-sepNumber of runs=102024.03 | 83.78 | |
| GAT2026.06 | 83.78 | |
| ExphormerNumber of runs=102024.03 | 83.77 | |
| EXPHORMERBackbone=GAT2024.11 | 83.77 | |
| GraphGPSNumber of runs=102024.03 | 83.71 | |
| GRAPHGPS2024.11 | 83.71 | |
| GraphGPS2026.05 | 83.71 | |
| GATArchitecture Type=Message Passing2024.10 | 83.7 | |
| GATSetting=Supervised Transductive2026.06 | 83.7 | |
| GCNNumber of runs=102024.03 | 83.64 | |
| GCNArchitecture Type=Message Passing2024.10 | 83.64 | |
| GCN2024.11 | 83.64 | |
| GCN2026.06 | 83.64 | |
| GCNSetting=Supervised Transductive2026.06 | 83.64 | |
| GCNrobust diffusion and HRP=false2026.05 | 83.6 | |
| HOGA+robust diffusion and HRP=true2026.05 | 83.6 | |
| DIFFormerNumber of runs=102024.03 | 83.57 | |
| EXPHORMER*2024.11 | 83.53 | |
| Nagphormer2026.02 | 83.4 | |
| SPEXPHORMER2024.11 | 83.34 | |
| GTArchitecture Type=Message Passing2024.10 | 83.23 | |
| Gated-GCN2026.02 | 83.2 | |
| GOATNumber of runs=102024.03 | 83.11 | |
| GOAT2024.11 | 83.11 | |
| FSGNNrobust diffusion and HRP=false2026.05 | 82.8 | |
| FSGNNNumber of runs=102024.03 | 82.76 | |
| GCNIISetting=Supervised Transductive2026.06 | 82.68 | |
| AGDN-HC2026.06 | 82.64 | |
| G2-GNNNumber of runs=102024.03 | 82.51 | |
| G^2-GNNrobust diffusion and HRP=false2026.05 | 82.5 | |
| GraphSAGENumber of runs=102024.03 | 82.43 | |
| SAGEArchitecture Type=Message Passing2024.10 | 82.43 | |
| GraphSAGE2026.06 | 82.43 | |
| ACMGCN2026.06 | 82.42 | |
| SAGErobust diffusion and HRP=false2026.05 | 82.4 | |
| ACMGNNrobust diffusion and HRP=false2026.05 | 82.1 | |
| GARNNrobust diffusion and HRP=false2026.05 | 82.1 | |
| AGDN-HA2026.06 | 81.33 | |
| DIR-GNNrobust diffusion and HRP=false2026.05 | 81.2 | |
| DIR-GNNNumber of runs=102024.03 | 81.19 | |
| GMoE2026.06 | 80.92 | |
| Mowst2026.06 | 80.86 | |
| ADC2026.06 | 80.83 | |
| Graph Mamba-22026.02 | 80.3 | |
| ASAP2025.12 | 80 | |
| DSF2026.06 | 79.13 | |
| NFGNN2026.06 | 79.08 | |
| NodeMoE2026.06 | 79.05 | |
| MaxCut2025.12 | 79 | |
| ChebNetII2026.06 | 78.49 | |
| NAGphormerNumber of runs=102024.03 | 78.32 | |
| NAGPHORMER2024.11 | 78.32 | |
| JacobiConv2026.06 | 78.28 | |
| NodeFormerNumber of runs=102024.03 | 78.1 | |
| NODEFORMER2024.11 | 78.1 | |
| HOGArobust diffusion and HRP=false2026.05 | 78.1 | |
| HOGA2026.06 | 78.1 | |
| FAGCNSetting=Supervised Transductive2026.06 | 77.75 | |
| GGCNNumber of runs=102024.03 | 77.31 | |
| GGCNrobust diffusion and HRP=false2026.05 | 77.3 | |
| Cluster-GCN2026.02 | 75.8 | |
| OrderedGNNNumber of runs=102024.03 | 75.6 | |
| O-GNNrobust diffusion and HRP=false2026.05 | 75.6 | |
| Top-k2025.12 | 74 | |
| Graph Mamba-12026.02 | 73.4 | |
| H2GCNrobust diffusion and HRP=false2026.05 | 73.4 | |
| GloGNNrobust diffusion and HRP=false2026.05 | 73.4 | |
| GloGNNNumber of runs=102024.03 | 73.39 | |
| GLOGNN2024.11 | 73.39 | |
| GLOGNNSetting=Supervised Transductive2026.06 | 73.39 | |
| H2GCNNumber of runs=102024.03 | 73.35 | |
| H2GCNSetting=Supervised Transductive2026.06 | 73.35 | |
| NDP2025.12 | 73 | |
| GPRGNNNumber of runs=102024.03 | 72.94 | |
| GPRGNN2026.06 | 72.94 | |
| GPRGNNSetting=Supervised Transductive2026.06 | 72.94 |