Node Classification on Computer
95.67AccuracyGQT + RGVQ
Evaluation results
| Method | Links | |
|---|---|---|
| GQT + RGVQ2025.08 | 95.67 | |
| GQT + Reset2025.08 | 94.79 | |
| GraphTARIF2026.05 | 94.61 | |
| GQT + AP2025.08 | 94.46 | |
| GQT + SimVQ2025.08 | 94.23 | |
| GCN2026.05 | 94.12 | |
| GAT2026.05 | 93.98 | |
| GCNapplied_enhancement=Transductive Sharpening2026.05 | 93.98 | |
| GATapplied_enhancement=Transductive Sharpening2026.05 | 93.86 | |
| Polynormer2026.05 | 93.78 | |
| SAGEapplied_enhancement=Transductive Sharpening2026.05 | 93.43 | |
| SAGE2026.05 | 93.25 | |
| OGFormer2026.05 | 92.9 | |
| GraspLLMBackbone=Qwen3-8B, Evaluation Protocol=Supervised2026.06 | 92.8 | |
| VecFormerCategory=VQ GT2026.02 | 92.51 | |
| SGFormer2026.05 | 92.42 | |
| GQT + PT2025.08 | 92.35 | |
| GOAT2026.05 | 92.29 | |
| GQT2025.08 | 92.13 | |
| SGFormer2025.08 | 91.99 | |
| GQT + EMA2025.08 | 91.95 | |
| Sine-Poly(A)-plactivation=Sine, filter=per-layer2026.02 | 91.94 | |
| PolynormerCategory=GT2026.02 | 91.92 | |
| GraspLLMBackbone=LLaMA-3.1-8B, Evaluation Protocol=Supervised2026.06 | 91.9 | |
| Exphormer2026.05 | 91.8 | |
| GraphGPS2026.05 | 91.79 | |
| NAGphormer2026.05 | 91.69 | |
| GraspLLMBackbone=Vicuna-7B-v1.5, Evaluation Protocol=Supervised2026.06 | 91.6 | |
| EXPHORMER+GCNAvg. Edge Percent=7.6%2024.11 | 91.59 | |
| Sine-Poly(A)-shactivation=Sine, filter=shared2026.02 | 91.56 | |
| Exphomer2025.08 | 91.47 | |
| ReLU-Poly(A)-plactivation=ReLU, filter=per-layer2026.02 | 91.43 | |
| ReLU-Poly(A)-shactivation=ReLU, filter=shared2026.02 | 91.35 | |
| GATCategory=GNN2026.02 | 91.31 | |
| GRAPHSAGEAvg. Edge Percent=7.6%2024.11 | 91.2 | |
| GraspLLMBackbone=Mistral-7B-v0.3, Evaluation Protocol=Supervised2026.06 | 91.2 | |
| GRAPHGPSAvg. Edge Percent=7.6%2024.11 | 91.19 | |
| GraphGPS2025.08 | 91.19 | |
| EXPHORMER*Avg. Edge Percent=7.6%2024.11 | 91.16 | |
| SPEXPHORMERAvg. Edge Percent=7.6%2024.11 | 91.09 | |
| GCNCategory=GNN2026.02 | 91.08 | |
| GraphMAE2 + COREAverage Rank=2.1, Node Masking=GraphMAE22025.12 | 91 | |
| GOATAvg. Edge Percent=7.6%2024.11 | 90.96 | |
| GATAvg. Edge Percent=7.6%2024.11 | 90.78 | |
| GAT2025.08 | 90.78 | |
| DropoutBackbone=GIN2026.05 | 90.76 | |
| SGFormerCategory=GT2026.02 | 90.75 | |
| GraphMAE + COREAverage Rank=4, Node Masking=GraphMAE2025.12 | 90.7 | |
| RADE-OFBackbone=GIN2026.05 | 90.5 | |
| SDMG2025.11 | 90.4 | |
| SDMG2025.09 | 90.4 | |
| RADE-OFBackbone=GAT2026.05 | 90.4 | |
| FD-MVGCL2025.11 | 90.38 | |
| DropMessageBackbone=GIN2026.05 | 90.38 | |
| BGRLAverage Rank=5.62025.12 | 90.3 | |
| SAGECategory=GNN2026.02 | 90.29 | |
| RADE-OFSBackbone=GAT2026.05 | 90.24 | |
| GRAPHSAINTAvg. Edge Percent=7.6%2024.11 | 90.22 | |
| RADE-OFBackbone=GCN2026.05 | 90.22 | |
| ABGMLAverage Rank=3.22025.12 | 90.2 | |
| LLaGAEvaluation Protocol=Supervised2026.06 | 90.2 | |
| DropEdgeBackbone=GAT2026.05 | 90.13 | |
| TAPEEvaluation Protocol=Supervised2026.06 | 90.1 | |
| ERAlignGNNCategory=Ours, Supervision Setting=full-supervised2026.06 | 90.07 | |
| DropMessageBackbone=GAT2026.05 | 89.99 | |
| RADE-OFSBackbone=GCN2026.05 | 89.94 | |
| GraphMAE2Average Rank=4.62025.12 | 89.9 | |
| AFGRL2025.11 | 89.9 | |
| AFGRL2025.09 | 89.9 | |
| RADE-OFSBackbone=GIN2026.05 | 89.82 | |
| GraphACL2025.11 | 89.8 | |
| TIER2026.03 | 89.8 | |
| GraphACL2025.09 | 89.8 | |
| GraphMAEMethod Category=Feature-based2024.10 | 89.8 | |
| lrGAE 7Method Category=Structure-based2024.10 | 89.8 | |
| DropEdgeBackbone=GCN2026.05 | 89.79 | |
| DropNodeBackbone=GIN2026.05 | 89.72 | |
| NAGphormerCategory=GT2026.02 | 89.71 | |
| DropoutBackbone=GCN2026.05 | 89.71 | |
| GiGaMAEMethod Category=Feature-based2024.10 | 89.7 | |
| lrGAE 8Method Category=Structure-based2024.10 | 89.7 | |
| BGRL2025.11 | 89.69 | |
| BGRL2025.09 | 89.69 | |
| SP-GCL2025.09 | 89.68 | |
| DropoutBackbone=GAT2026.05 | 89.67 | |
| GCNAvg. Edge Percent=7.6%2024.11 | 89.65 | |
| GCN2025.08 | 89.65 | |
| DropEdgeBackbone=GIN2026.05 | 89.64 | |
| GCNBackbone=GCN2026.05 | 89.63 | |
| DropNodeBackbone=GCN2026.05 | 89.63 | |
| GraphMAEAverage Rank=6.62025.12 | 89.6 | |
| S3GCLMethod Category=Standard GCL2024.10 | 89.6 | |
| GraphMAE2Method Category=Feature-based2024.10 | 89.6 | |
| AUG-MAEMethod Category=Feature-based2024.10 | 89.6 | |
| TAPE2026.03 | 89.52 | |
| GRACEAverage Rank=8.62025.12 | 89.5 | |
| MaskGAEMethod Category=Structure-based2024.10 | 89.5 | |
| ENGINEEvaluation Protocol=Supervised2026.06 | 89.2 | |
| S2GAEMethod Category=Structure-based2024.10 | 89.1 | |
| lrGAE 6Method Category=Structure-based2024.10 | 89.1 |