Node Classification on Minesweeper (ROC AUC)
99.55ROC AUCSIES
Evaluation results
| Method | Links | |
|---|---|---|
| SIES2026.06 | 99.55 | |
| SAGE†Recipe=Deep2026.05 | 98.24 | |
| GAT†Recipe=Deep2026.05 | 97.91 | |
| GCNImplementation=ours2024.06 | 97.86 | |
| GCN†Recipe=Deep2026.05 | 97.86 | |
| GCN*variant=enhanced2026.06 | 97.86 | |
| GraphSAGEImplementation=ours2024.06 | 97.77 | |
| GraphSAGE*variant=enhanced2026.06 | 97.77 | |
| GATImplementation=ours2024.06 | 97.73 | |
| GAT*variant=enhanced2026.06 | 97.73 | |
| PolynormerImplementation=ours2024.06 | 97.49 | |
| PolynormerImplementation=reported2024.06 | 97.46 | |
| Polynormer2026.05 | 97.46 | |
| Lie Unitary GCNArchitecture Type=Unitary, Layer Definition=Lie UniConv2024.10 | 96.11 | |
| GraphCON2026.06 | 95.65 | |
| Unitary GCNArchitecture Type=Unitary, Layer Definition=UniConv2024.10 | 94.27 | |
| COMBA2026.02 | 94.2 | |
| AdaRSetting=Supervised Transductive2026.06 | 94.08 | |
| N2Setting=Supervised Transductive2026.06 | 93.97 | |
| GATImplementation=reported2024.06 | 93.91 | |
| GAT2026.06 | 93.91 | |
| GAT-seprobust diffusion and HRP=false2026.05 | 93.9 | |
| SAGEArchitecture Type=Message Passing2024.10 | 93.51 | |
| GraphSAGEImplementation=reported2024.06 | 93.51 | |
| GraphSAGE2026.06 | 93.51 | |
| SAGErobust diffusion and HRP=false2026.05 | 93.5 | |
| GCNIISetting=Supervised Transductive2026.06 | 92.94 | |
| Graph Mamba-22026.02 | 92.7 | |
| GARNN+robust diffusion and HRP=true2026.05 | 92.3 | |
| FilterMoE2026.06 | 92.29 | |
| GRAPHGPSSetting=Supervised Transductive2026.06 | 92.29 | |
| EXPHORMER*2024.11 | 92.26 | |
| HOGA+robust diffusion and HRP=true2026.05 | 92.1 | |
| GAMLP+robust diffusion and HRP=true2026.05 | 92.1 | |
| GATArchitecture Type=Message Passing2024.10 | 92.01 | |
| GATSetting=Supervised Transductive2026.06 | 92.01 | |
| tGNNrobust diffusion and HRP=false2026.05 | 91.9 | |
| GTArchitecture Type=Message Passing2024.10 | 91.85 | |
| G^2-GNNrobust diffusion and HRP=false2026.05 | 91.8 | |
| SGFormerImplementation=ours2024.06 | 91.42 | |
| SIGN+robust diffusion and HRP=true2026.05 | 91.3 | |
| SGFormerImplementation=reported2024.06 | 90.89 | |
| SGFormer2026.05 | 90.89 | |
| ACMGCN2026.06 | 90.79 | |
| GraphGPSImplementation=ours2024.06 | 90.75 | |
| EXPHORMERBackbone=GAT2024.11 | 90.74 | |
| Best 2LLayers=22026.05 | 90.72 | |
| SPEXPHORMER2024.11 | 90.71 | |
| SIGN2026.06 | 90.71 | |
| ACMGNNrobust diffusion and HRP=false2026.05 | 90.7 | |
| SIGNrobust diffusion and HRP=false2026.05 | 90.7 | |
| GraphGPSImplementation=reported2024.06 | 90.63 | |
| GRAPHGPS2024.11 | 90.63 | |
| GraphGPS2026.05 | 90.63 | |
| OURSPipeline=B (LCF-Net)2026.05 | 90.62 | |
| HOGA2026.06 | 90.53 | |
| Gated-GCN2026.02 | 90.5 | |
| HOGArobust diffusion and HRP=false2026.05 | 90.5 | |
| GAMLProbust diffusion and HRP=false2026.05 | 90.5 | |
| GAMLP2026.06 | 90.47 | |
| EXPHORMERSetting=Supervised Transductive2026.06 | 90.42 | |
| Nagphormer2026.02 | 90.3 | |
| GARNNrobust diffusion and HRP=false2026.05 | 90.3 | |
| FSGNNrobust diffusion and HRP=false2026.05 | 90.1 | |
| FSGNNImplementation=reported2024.06 | 90.08 | |
| GCNrobust diffusion and HRP=false2026.05 | 89.8 | |
| GCNArchitecture Type=Message Passing2024.10 | 89.75 | |
| GCNImplementation=reported2024.06 | 89.75 | |
| GCN2024.11 | 89.75 | |
| GCN2026.06 | 89.75 | |
| GCNSetting=Supervised Transductive2026.06 | 89.75 | |
| H2GCNImplementation=reported2024.06 | 89.71 | |
| H2GCNSetting=Supervised Transductive2026.06 | 89.71 | |
| H2GCNrobust diffusion and HRP=false2026.05 | 89.7 | |
| Cluster-GCN2026.02 | 88.6 | |
| GCN2026.02 | 88.4 | |
| FAGCNSetting=Supervised Transductive2026.06 | 88.17 | |
| Kuramoto-GNN2026.06 | 87.84 | |
| AGDN-HA2026.06 | 87.8 | |
| NodeFormerImplementation=ours2024.06 | 87.71 | |
| AGDN-HC2026.06 | 87.58 | |
| GGCNrobust diffusion and HRP=false2026.05 | 87.5 | |
| Mowst2026.06 | 87.39 | |
| GMoE2026.06 | 87.33 | |
| DIR-GNNrobust diffusion and HRP=false2026.05 | 87 | |
| NodeFormerImplementation=reported2024.06 | 86.71 | |
| NODEFORMER2024.11 | 86.71 | |
| GPRGNNImplementation=reported2024.06 | 86.24 | |
| GPRGNN2026.06 | 86.24 | |
| GPRGNNSetting=Supervised Transductive2026.06 | 86.24 | |
| GPRGNNrobust diffusion and HRP=false2026.05 | 86.2 | |
| NFGNN2026.06 | 85.83 | |
| DSF2026.06 | 84.49 | |
| NAGPHORMER2024.11 | 84.19 | |
| ADC2026.06 | 83.75 | |
| JacobiConv2026.06 | 82.26 | |
| ChebNetII2026.06 | 81.39 | |
| NodeMoE2026.06 | 81.33 | |
| GOAT2024.11 | 81.09 | |
| Graph Mamba-12026.02 | 80.6 |