Node Classification on Pokec
86.33AccuracyGCN*
Evaluation Results
| Method | Links | |
|---|---|---|
| GCN*implementation=this paper2024.06 | 86.33 | |
| GAT*implementation=this paper2024.06 | 86.19 | |
| Polynormer-rActivation=ReLU2024.03 | 86.1 | |
| Polynormerimplementation=referenced2024.06 | 86.1 | |
| Polynormer*implementation=this paper2024.06 | 86.06 | |
| SAGELearning Setting=Transductive, Infer. Time=129.6s, Storage Space=1.6GB2024.05 | 85.97 | |
| GraphSAGE*implementation=this paper2024.06 | 85.97 | |
| Polynormer2024.03 | 85.95 | |
| PolynormerLearning Setting=Transductive2024.05 | 85.95 | |
| NID_SAGELearning Setting=Transductive, Infer. Time=27.1ms, Storage Space=16.4MB2024.05 | 85.63 | |
| GARNN+robust diffusion and HRP=true2026.05 | 84.63 | |
| HOGA+robust diffusion and HRP=true2026.05 | 84.5 | |
| RNSRuntime (s)=29m30s, GPU (GB)=28.66, RAM (GB)=2.172026.05 | 83.98 | |
| FilterMoE2026.06 | 83.87 | |
| SIGN+robust diffusion and HRP=true2026.05 | 83.85 | |
| GAMLP+robust diffusion and HRP=true2026.05 | 83.68 | |
| FullRuntime (s)=37m10s, GPU (GB)=55.43, RAM (GB)=1.632026.05 | 83.4 | |
| SGFormerLearning Setting=Transductive2024.05 | 83.07 | |
| GloGNN++2022.05 | 83.05 | |
| GloGNN2023.05 | 83.05 | |
| GloGNN2022.05 | 83 | |
| LINKXLearning Setting=Transductive2024.05 | 82.97 | |
| SGFormer*implementation=this paper2024.06 | 82.44 | |
| SIGMA2023.05 | 82.33 | |
| ChebNetIIpre-propagation=performed once (no per-epoch message passing)2026.06 | 82.33 | |
| HOGArobust diffusion and HRP=false2026.05 | 82.11 | |
| HOGA2026.06 | 82.11 | |
| LINKX2022.05 | 82.04 | |
| LINKX2024.03 | 82.04 | |
| GPRGNNLearning Setting=Transductive2024.05 | 82.04 | |
| LINKX2023.05 | 82.04 | |
| LINKXrobust diffusion and HRP=false2026.05 | 82.04 | |
| LINKX2026.06 | 82.04 | |
| GATrobust diffusion and HRP=false2026.05 | 81.52 | |
| NFGNNscalable=false2022.12 | 81.37 | |
| MixHop2022.05 | 81.07 | |
| MixHop2023.05 | 81.07 | |
| SIGNrobust diffusion and HRP=false2026.05 | 81.02 | |
| SIGN2026.06 | 81.02 | |
| ClusterGCNRuntime (s)=27m10s, GPU (GB)=10.69, RAM (GB)=6.552026.05 | 80.97 | |
| GARNNrobust diffusion and HRP=false2026.05 | 80.9 | |
| Neighborhood samplingRuntime (s)=4h03m15s, GPU (GB)=29.92, RAM (GB)=4.852026.05 | 80.7 | |
| LINK2021.10 | 80.54 | |
| BernNetscalable=false2022.12 | 79.36 | |
| GCNII2022.05 | 78.94 | |
| GCNII2023.05 | 78.94 | |
| GPR-GNN2022.05 | 78.83 | |
| GPRGNNscalable=false2022.12 | 78.83 | |
| GPRGNN2024.03 | 78.83 | |
| GPRGNN2023.05 | 78.83 | |
| GPRGNNrobust diffusion and HRP=false2026.05 | 78.83 | |
| GPRGNN2026.06 | 78.83 | |
| SAGErobust diffusion and HRP=false2026.05 | 78.4 | |
| GraphSAGE2026.06 | 78.4 | |
| SAINTRuntime (s)=1h21m50s, GPU (GB)=11.04, RAM (GB)=2.632026.05 | 78.3 | |
| GAMLProbust diffusion and HRP=false2026.05 | 78.25 | |
| GAMLP2026.06 | 78.25 | |
| NAGphormer2024.03 | 76.59 | |
| NAGphormerimplementation=referenced2024.06 | 76.59 | |
| NAGphormer*implementation=this paper2024.06 | 75.92 | |
| GraphSAGEimplementation=referenced2024.06 | 75.63 | |
| GCN2021.10 | 75.45 | |
| GCN2022.05 | 75.45 | |
| GCNscalable=false2022.12 | 75.45 | |
| GCN2024.03 | 75.45 | |
| GCNimplementation=referenced2024.06 | 75.45 | |
| GCN2023.05 | 75.45 | |
| GCNrobust diffusion and HRP=false2026.05 | 75.45 | |
| GCN2026.06 | 75.45 | |
| DIFFormer2024.03 | 73.89 | |
| GraphGPSLearning Setting=Transductive2024.05 | 73.76 | |
| SGFormerimplementation=referenced2024.06 | 73.76 | |
| GOAT*implementation=this paper2024.06 | 72.64 | |
| GAT2024.03 | 72.23 | |
| GATimplementation=referenced2024.06 | 72.23 | |
| GAT2022.05 | 71.77 | |
| GAT2023.05 | 71.77 | |
| NodeFormer2024.03 | 71 | |
| NodeFormerimplementation=referenced2024.06 | 71 | |
| NodeFormer*implementation=this paper2024.06 | 71 | |
| GOAT2024.03 | 66.37 | |
| GOATimplementation=referenced2024.06 | 66.37 | |
| ACM-GCN2022.05 | 63.81 | |
| ACMGCN2023.05 | 63.81 | |
| APPNPscalable=false2022.12 | 62.58 | |
| MLP2021.10 | 62.37 | |
| MLP2022.05 | 62.37 | |
| MLP2023.05 | 62.37 | |
| GLNNteacher=GCN2021.10 | 61.32 | |
| WholeDescription=Full-data performance2026.05 | 57.87 | |
| LADIESRuntime (s)=3h47m38s, GPU (GB)=19.96, RAM (GB)=1.702026.05 | 56.09 | |
| AHGCDD2026.05 | 55.04 | |
| HG-Cond2026.05 | 53.55 | |
| Herding2026.05 | 53.03 | |
| HGCPA2026.05 | 52.37 |