Node Classification on Photo (accuracy)
95.84AccuracyVecFormer
Evaluation Results
| Method | Links | |
|---|---|---|
| VecFormerCategory=VQ GT2026.02 | 95.84 | |
| Sine-Poly(A)-shactivation=Sine, filter=shared2026.02 | 95.69 | |
| Sine-Poly(A)-plactivation=Sine, filter=per-layer2026.02 | 95.55 | |
| PolynormerCategory=GT2026.02 | 95.44 | |
| sCWNc2026.05 | 95.3 | |
| fCWN2026.05 | 95.1 | |
| NAGphormerCategory=GT2026.02 | 95.03 | |
| SAGEConv2026.05 | 95 | |
| SGFormerCategory=GT2026.02 | 94.81 | |
| CWN2026.05 | 94.7 | |
| GATCategory=GNN2026.02 | 94.46 | |
| GCNCategory=GNN2026.02 | 94.44 | |
| ReLU-Poly(A)-shactivation=ReLU, filter=shared2026.02 | 94.27 | |
| FD-MVGCLAttack=clean, Perturbation Ratio=15%2025.11 | 94.27 | |
| ReLU-Poly(A)-plactivation=ReLU, filter=per-layer2026.02 | 94.24 | |
| HGNN2026.05 | 94.2 | |
| GraphGPSCategory=GT2026.02 | 94.18 | |
| ExphormerCategory=GT2026.02 | 94.1 | |
| SDMGAttack=clean, Perturbation Ratio=15%2025.11 | 94.1 | |
| SDMGAttack=clean2025.09 | 94.1 | |
| SDMG2025.09 | 94.1 | |
| SAGECategory=GNN2026.02 | 94.03 | |
| GCN2026.05 | 93.9 | |
| NodeFormerCategory=GT2026.02 | 93.82 | |
| GAT2026.05 | 93.7 | |
| GiGaMAEMethod Category=Feature-based2024.10 | 93.5 | |
| lrGAE 6Method Category=Structure-based2024.10 | 93.5 | |
| GCN-MLPAttack=clean2025.09 | 93.41 | |
| GCN-MLP2025.09 | 93.41 | |
| S3GCLMethod Category=Standard GCL2024.10 | 93.4 | |
| AUG-MAEMethod Category=Feature-based2024.10 | 93.4 | |
| lrGAE 7Method Category=Structure-based2024.10 | 93.4 | |
| GraphACLAttack=clean, Perturbation Ratio=15%2025.11 | 93.31 | |
| GraphACLAttack=clean2025.09 | 93.31 | |
| GraphACL2025.09 | 93.31 | |
| GraphMAEMethod Category=Feature-based2024.10 | 93.3 | |
| AFGRL2025.09 | 93.25 | |
| BGRLMethod Category=Standard GCL2024.10 | 93.2 | |
| GraphMAE2Method Category=Feature-based2024.10 | 93.2 | |
| lrGAE 8Method Category=Structure-based2024.10 | 93.2 | |
| CCA-SSG2025.09 | 93.14 | |
| CCA-SSGMethod Category=Standard GCL2024.10 | 93.1 | |
| S2GAEMethod Category=Structure-based2024.10 | 93.1 | |
| EPAGCLAttack=clean, Perturbation Ratio=15%2025.11 | 93.05 | |
| EPAGCLAttack=clean2025.09 | 93.05 | |
| EPAGCL2025.09 | 93.05 | |
| MaskGAEMethod Category=Structure-based2024.10 | 93 | |
| GCN-MLPAttack=Random2025.09 | 92.94 | |
| FRONDAttack=clean2025.09 | 92.93 | |
| BGRL2025.09 | 92.9 | |
| GCN-MLPAttack=PRBCD2025.09 | 92.84 | |
| SeeGeraMethod Category=Feature-based2024.10 | 92.8 | |
| FD-MVGCLAttack=PGD, Perturbation Ratio=15%2025.11 | 92.58 | |
| Res-GRACEAttack=clean, Perturbation Ratio=15%2025.11 | 92.5 | |
| GRACE2025.09 | 92.5 | |
| SP-GCL2025.09 | 92.49 | |
| GGDMethod Category=Standard GCL2024.10 | 92.4 | |
| GCN-MLPAttack=Nettack2025.09 | 92.34 | |
| Res-GRACEAttack=clean2025.09 | 92.23 | |
| GOATCategory=GT2026.02 | 92.11 | |
| GRACEMethod Category=Standard GCL2024.10 | 92.1 | |
| FRONDAttack=clean, Perturbation Ratio=15%2025.11 | 92.03 | |
| EPAGCLMethod Category=Standard GCL2024.10 | 92 | |
| LG-GNN2026.03 | 91.73 | |
| MVGRL2025.09 | 91.72 | |
| DGI2025.09 | 91.61 | |
| DGIMethod Category=Standard GCL2024.10 | 91.6 | |
| RUM2026.03 | 91.52 | |
| Res-GRACEAttack=Nettack2025.09 | 91.51 | |
| GCL-JacAttack=clean2025.09 | 91.46 | |
| PolyGCLAttack=clean, Perturbation Ratio=15%2025.11 | 91.45 | |
| PolyGCLAttack=clean2025.09 | 91.45 | |
| PolyGCL2025.09 | 91.45 | |
| GraphSAGE2026.02 | 91.4 | |
| CGNN2026.02 | 91.39 | |
| PolyGCLAttack=Nettack2025.09 | 91.29 | |
| GCN2026.02 | 91.2 | |
| FRONDAttack=Nettack2025.09 | 91.17 | |
| GCN-MLPAttack=Metattack2025.09 | 91.14 | |
| PolyGCLAttack=Metattack2025.09 | 91.06 | |
| SDMGAttack=Metattack2025.09 | 90.78 | |
| GMI2025.09 | 90.72 | |
| GPRGNN2026.03 | 90.52 | |
| GCL-JacAttack=Nettack2025.09 | 90.5 | |
| GAT2026.03 | 90.32 | |
| SDMGAttack=Nettack2025.09 | 90.29 | |
| PolyGCLAttack=Random2025.09 | 90.17 | |
| FRONDAttack=Random2025.09 | 89.9 | |
| SDMGAttack=Random2025.09 | 89.9 | |
| GAEMethod Category=Structure-based2024.10 | 89.9 | |
| SGC2026.05 | 89.8 | |
| PolyGCLAttack=PRBCD2025.09 | 89.65 | |
| FRONDAttack=Metattack2025.09 | 89.61 | |
| EPAGCLAttack=Nettack2025.09 | 89.59 | |
| GNFBC2026.03 | 89.54 | |
| SDMGAttack=PRBCD2025.09 | 89.42 | |
| ERAlignGNNCategory=Ours, Supervision Setting=full-supervised2026.06 | 89.38 | |
| GCN2026.03 | 89.32 | |
| RAW-GNN2026.03 | 89.14 | |
| SERBackbone=GT, Regularization Strategy=Structure Entropy Regularization2026.05 | 89.13 |