Node Classification Accuracy on WikiCS
85.52AccuracyBES
Evaluation Results
| Method | Links | |
|---|---|---|
| BES2026.06 | 85.52 | |
| MPNN-GATBackbone=GAT2026.06 | 85.48 | |
| MPNN-SAGEBackbone=GraphSAGE2026.06 | 85.4 | |
| MPNN-GCNBackbone=GCN2026.06 | 84.05 | |
| GQT + RGVQ2025.08 | 83.58 | |
| IGCL2026.06 | 82.99 | |
| GQT + Reset2025.08 | 82.84 | |
| Cheb2026.06 | 82.52 | |
| GQT + AP2025.08 | 82.03 | |
| GQT + SimVQ2025.08 | 81.78 | |
| GATv22026.06 | 81.71 | |
| GraphSAGE2026.06 | 81.3 | |
| GraphECL2026.06 | 81.28 | |
| GAT†Recipe=Deep2026.05 | 81.26 | |
| NodeImport-SAGEBackbone=GraphSAGE2026.06 | 81.26 | |
| GAT2026.06 | 80.88 | |
| SAGE†Recipe=Deep2026.05 | 80.69 | |
| GCN†Recipe=Deep2026.05 | 80.49 | |
| GCN2026.06 | 80.48 | |
| SSGC2026.06 | 80.28 | |
| SGC2026.06 | 80.11 | |
| Polynormer2026.05 | 80.1 | |
| GFT + RGVQRegime=Pre-trained and Fine-tuned2025.08 | 80.1 | |
| GQT2025.08 | 80.03 | |
| NodeImport-GATBackbone=GAT2026.06 | 80.03 | |
| GQT + EMA2025.08 | 79.98 | |
| OURSPipeline=A2026.05 | 79.92 | |
| GFT + ResetRegime=Pre-trained and Fine-tuned2025.08 | 79.85 | |
| GFT + APRegime=Pre-trained and Fine-tuned2025.08 | 79.73 | |
| Best 2LLayers=22026.05 | 79.6 | |
| GFTRegime=Pre-trained and Fine-tuned2025.08 | 79.13 | |
| GFT + EMARegime=Pre-trained and Fine-tuned2025.08 | 78.94 | |
| GraphGPS2026.05 | 78.66 | |
| GraphGPS2025.08 | 78.66 | |
| Exphomer2025.08 | 78.54 | |
| S2-DiGCLSupervision Type=Unsupervised2025.10 | 78.42 | |
| GraphCLSupervision Type=Unsupervised2025.10 | 78.37 | |
| NodeImport-GCNBackbone=GCN2026.06 | 78.12 | |
| DiGCNSupervision Type=Supervised2025.10 | 77.63 | |
| GCNSupervision Type=Supervised2025.10 | 77.56 | |
| GCN2025.08 | 77.47 | |
| GATSupervision Type=Supervised2025.10 | 77 | |
| GAT2025.08 | 76.91 | |
| MagNetSupervision Type=Supervised2025.10 | 76.74 | |
| GFT + SimVQRegime=Pre-trained and Fine-tuned2025.08 | 76.57 | |
| GIANTRegime=Self-supervised2025.08 | 76.56 | |
| BGRLRegime=Self-supervised2025.08 | 76.53 | |
| GATRegime=Supervised2025.08 | 76.28 | |
| H2GCN2026.06 | 76.27 | |
| GQT + PT2025.08 | 75.65 | |
| UGCLSupervision Type=Unsupervised2025.10 | 75.43 | |
| DGIRegime=Self-supervised2025.08 | 75.32 | |
| GCNRegime=Supervised2025.08 | 75.28 | |
| RAW-GNNSupervision Type=Supervised2025.10 | 75.09 | |
| DiGCLSupervision Type=Unsupervised2025.10 | 74.83 | |
| NodeFormer2025.08 | 74.73 | |
| SGNN2026.06 | 74.36 | |
| DGISupervision Type=Unsupervised2025.10 | 74.19 | |
| SGFormer2026.05 | 73.46 | |
| SGFormer2025.08 | 73.46 | |
| GCASupervision Type=Unsupervised2025.10 | 72.82 | |
| GFT + PTRegime=Pre-trained and Fine-tuned2025.08 | 72.75 | |
| GraphMAERegime=Self-supervised2025.08 | 72.61 | |
| GRACESupervision Type=Unsupervised2025.10 | 70.49 | |
| GATShots=5-shot2025.10 | 67.35 | |
| GILTShots=5-shot2025.10 | 66.8 | |
| GCNShots=5-shot2025.10 | 65.85 | |
| GraphCLShots=5-shot2025.10 | 63.68 | |
| DGIShots=5-shot2025.10 | 63.04 | |
| GraphAnyShots=5-shot2025.10 | 57.86 | |
| MLPShots=5-shot2025.10 | 55.07 | |
| RiemannGFMShots=5-shot2025.10 | 53.21 | |
| GraphAnyShots=1-shot2025.10 | 51.12 | |
| RiemannGFMShots=1-shot2025.10 | 49.85 | |
| GINRegime=Supervised2025.08 | 49.77 | |
| OFAShots=5-shot2025.10 | 49.23 | |
| GCOPEShots=5-shot2025.10 | 47.73 | |
| GILTShots=1-shot2025.10 | 46.13 | |
| DGIShots=1-shot2025.10 | 38.94 | |
| GCOPEShots=1-shot2025.10 | 38.72 | |
| OFAShots=1-shot2025.10 | 38.5 | |
| GCNShots=1-shot2025.10 | 37.53 | |
| GraphCLShots=1-shot2025.10 | 36.38 | |
| GATShots=1-shot2025.10 | 36.11 | |
| MLPShots=1-shot2025.10 | 28.3 | |
| KGNN2026.06 | 28.06 |