Node Classification on ogbn-products (Accuracy)
85.11AccuracyC&S
Evaluation Results
| Method | Links | |
|---|---|---|
| C&SCategory=Decoupling-based2022.10 | 85.11 | |
| GraphSAGE*implementation=this paper2024.06 | 83.89 | |
| Polynormer-rActivation=ReLU2024.03 | 83.82 | |
| Polynormerimplementation=referenced2024.06 | 83.82 | |
| Polynormer*implementation=this paper2024.06 | 83.82 | |
| GAMLPCategory=Decoupling-based2022.10 | 83.76 | |
| GOAT + HDSE2023.08 | 83.38 | |
| SAGELearning Setting=Transductive, Infer. Time=11.9s, Storage Space=1.9GB2024.05 | 83.27 | |
| Polynormer2024.03 | 82.97 | |
| GNN-as-JudgeShot=10-shot2026.03 | 82.48 | |
| FilterMoE2026.06 | 82.36 | |
| GCN*implementation=this paper2024.06 | 82.33 | |
| PolynormerLearning Setting=Transductive2024.05 | 82.32 | |
| GOAT*implementation=this paper2024.06 | 82.27 | |
| GOAT2024.03 | 82 | |
| GOAT2023.08 | 82 | |
| GOATimplementation=referenced2024.06 | 82 | |
| GNN-as-JudgeShot=5-shot2026.03 | 81.93 | |
| NID_SAGELearning Setting=Transductive, Infer. Time=0.7ms, Storage Space=17.5MB2024.05 | 81.83 | |
| tGNN2022.05 | 81.79 | |
| SGFormer*implementation=this paper2024.06 | 81.54 | |
| GAMLP2026.06 | 81.43 | |
| SAGNCategory=Decoupling-based2022.10 | 81.21 | |
| AGT2023.08 | 81.15 | |
| NFGNNscalable=true2022.12 | 81.02 | |
| GNN-as-JudgeShot=3-shot2026.03 | 81.02 | |
| GAT*implementation=this paper2024.06 | 80.99 | |
| DeeperGCN2022.05 | 80.98 | |
| ANS-GT2023.08 | 80.64 | |
| GraphSAGECategory=Sampling-based2022.10 | 80.61 | |
| SIGN2023.08 | 80.52 | |
| SIGN2026.06 | 80.52 | |
| HOGA2026.06 | 80.36 | |
| GraphMAE22025.12 | 80.09 | |
| BernNetscalable=true2022.12 | 80.01 | |
| GPRGNNscalable=true2022.12 | 79.93 | |
| GraphMAE + COREenhancement=CORE2025.12 | 79.82 | |
| GPRGNN2024.03 | 79.76 | |
| GPRGNNLearning Setting=Transductive2024.05 | 79.76 | |
| GPRGNN2026.06 | 79.76 | |
| GraphSAINTGNN Model=GAT2024.06 | 79.71 | |
| TAPEShot=10-shot2026.03 | 79.53 | |
| GraphMAE2 + COREenhancement=CORE2025.12 | 79.52 | |
| GAT2024.03 | 79.45 | |
| GAT2023.08 | 79.45 | |
| GATimplementation=referenced2024.06 | 79.45 | |
| SGFormer2023.08 | 79.38 | |
| VQ-GNNGNN Model=GraphSAGE2024.06 | 79.08 | |
| GraphMAE2025.12 | 78.89 | |
| ClusterGCNCategory=Sampling-based2022.10 | 78.62 | |
| GraphSAGE2022.05 | 78.5 | |
| GraphSAGE2026.06 | 78.4 | |
| GraphSAGEimplementation=referenced2024.06 | 78.29 | |
| VQ-GNNGNN Model=GAT2024.06 | 78.23 | |
| CoBFormer2023.08 | 78.15 | |
| Sketch-GNNGNN Model=GAT, Sketch Ratio (c/n)=0.22024.06 | 78.09 | |
| VQ-GNNGNN Model=GCN2024.06 | 77.62 | |
| Sketch-GNNGNN Model=GCN, Sketch Ratio (c/n)=0.22024.06 | 77.48 | |
| TAPEShot=5-shot2026.03 | 77.44 | |
| GP2F2026.02 | 76.91 | |
| w. NeighborShot=3-shot2026.03 | 76.88 | |
| w. NeighborShot=5-shot2026.03 | 76.88 | |
| w. NeighborShot=10-shot2026.03 | 76.88 | |
| SIGNCategory=Decoupling-based2022.10 | 76.85 | |
| APPNPscalable=false2022.12 | 76.57 | |
| AdaGCNCategory=Others2022.10 | 76.41 | |
| EnGCN w.o. SLECategory=Ours2022.10 | 76.35 | |
| SGC2023.08 | 76.31 | |
| GraphSAINTGNN Model=GraphSAGE2024.06 | 76.02 | |
| GCN2022.05 | 75.64 | |
| GCN2024.03 | 75.64 | |
| GCN2023.08 | 75.64 | |
| GCNimplementation=referenced2024.06 | 75.64 | |
| GCN2026.06 | 75.64 | |
| EnGCNCategory=Ours2022.10 | 75.59 | |
| GraphSAINTGNN Model=GCN2024.06 | 75.53 | |
| Zero-ShotShot=3-shot2026.03 | 75.48 | |
| Zero-ShotShot=5-shot2026.03 | 75.48 | |
| Zero-ShotShot=10-shot2026.03 | 75.48 | |
| GraphSAINTCategory=Sampling-based2022.10 | 75.36 | |
| LADIESCategory=Sampling-based2022.10 | 75.31 | |
| Sketch-GNNGNN Model=GraphSAGE, Sketch Ratio (c/n)=0.22024.06 | 75.24 | |
| ChebNetIIpre-propagation=performed once (no per-epoch message passing)2026.06 | 75.1 | |
| GraphLoRA2026.02 | 75.05 | |
| NAGphormer*implementation=this paper2024.06 | 74.63 | |
| DIFFormer2024.03 | 74.16 | |
| SGFormerLearning Setting=Transductive2024.05 | 74.16 | |
| SGFormerimplementation=referenced2024.06 | 74.16 | |
| Graph-CoTShot=3-shot2026.03 | 74.15 | |
| Graph-CoTShot=5-shot2026.03 | 74.15 | |
| Graph-CoTShot=10-shot2026.03 | 74.15 | |
| GPF2026.02 | 74.04 | |
| NodeFormer*implementation=this paper2024.06 | 73.96 | |
| NAGphormer2024.03 | 73.55 | |
| NAGphormer2023.08 | 73.55 | |
| NAGphormerimplementation=referenced2024.06 | 73.55 | |
| FastGCNCategory=Sampling-based2022.10 | 73.46 | |
| NodeFormer2023.08 | 73.15 | |
| NodeFormer2024.03 | 72.93 | |
| NodeFormerimplementation=referenced2024.06 | 72.93 |