Node Classification on Yelp (accuracy)
93.4AccuracyCoE
Evaluation Results
| Method | Links | |
|---|---|---|
| CoEBackbone=GCN, Learning Paradigm=Proposed Graph-MoE2025.05 | 93.4 | |
| InfoMGFBackbone=GCN, Learning Paradigm=Unsupervised multiplex2025.05 | 92.01 | |
| GMoEBackbone=GCN, Learning Paradigm=Graph-MoE2025.05 | 91.92 | |
| MowstBackbone=GCN, Learning Paradigm=Graph-MoE2025.05 | 91.31 | |
| SUBLIMEBackbone=GCN, Learning Paradigm=Unsupervised GSL2025.05 | 90.91 | |
| NodeFormerBackbone=GCN, Learning Paradigm=Supervised GSL2025.05 | 90.76 | |
| STABLEBackbone=GCN, Learning Paradigm=Unsupervised GSL2025.05 | 89.77 | |
| IDGLBackbone=GCN, Learning Paradigm=Supervised GSL2025.05 | 88.28 | |
| LDSBackbone=GCN, Learning Paradigm=Supervised GSL2025.05 | 87.11 | |
| GSRBackbone=GCN, Learning Paradigm=Unsupervised GSL2025.05 | 84.46 | |
| GRCNBackbone=GCN, Learning Paradigm=Supervised GSL2025.05 | 78.3 | |
| GCNBackbone=GCN, Learning Paradigm=Supervised structure-fixed GNN2025.05 | 74.03 | |
| HDMIBackbone=GCN, Learning Paradigm=Unsupervised multiplex2025.05 | 73.75 | |
| GENBackbone=GCN, Learning Paradigm=Supervised GSL2025.05 | 69.22 | |
| ProGNNBackbone=GCN, Learning Paradigm=Supervised GSL2025.05 | 60.43 | |
| HANBackbone=GCN, Learning Paradigm=Supervised structure-fixed GNN2025.05 | 52.04 | |
| Whole DatasetRatio (r)=100%2026.05 | 33.71 | |
| AHGCDDRatio (r)=0.5%2026.05 | 27.09 | |
| AHGCDDRatio (r)=0.25%2026.05 | 26.8 | |
| AHGCDD-XRatio (r)=0.5%2026.05 | 26.19 | |
| HGCPARatio (r)=0.5%2026.05 | 25.93 | |
| AHGCDDRatio (r)=0.05%2026.05 | 25.43 | |
| RandomRatio (r)=0.5%2026.05 | 25.27 | |
| AHGCDD-XRatio (r)=0.25%2026.05 | 24.64 | |
| HerdingRatio (r)=0.5%2026.05 | 23.83 | |
| HGCPARatio (r)=0.25%2026.05 | 23.75 | |
| AHGCDD-XRatio (r)=0.05%2026.05 | 23.67 | |
| HerdingRatio (r)=0.25%2026.05 | 23.01 | |
| RandomRatio (r)=0.25%2026.05 | 22.79 | |
| HGCPARatio (r)=0.05%2026.05 | 22.6 | |
| K-CenterRatio (r)=0.5%2026.05 | 22.53 | |
| RandomRatio (r)=0.05%2026.05 | 21.82 | |
| HerdingRatio (r)=0.05%2026.05 | 21.78 | |
| K-CenterRatio (r)=0.25%2026.05 | 21.78 | |
| K-CenterRatio (r)=0.05%2026.05 | 18.84 |