Node Classification on ogbn-proteins (accuracy)
86.4AccuracyAdvSynGNN
Evaluation results
| Method | Links | |
|---|---|---|
| AdvSynGNN2026.02 | 86.4 | |
| SPEXPFORMER2026.02 | 80.65 | |
| RCLBackbone=GraphSAGE2023.10 | 79.89 | |
| Stable-ChebNet2026.02 | 79.55 | |
| SGFormer2026.02 | 79.53 | |
| SGFormer2026.02 | 79.53 | |
| mu-ChebNet2026.02 | 79.36 | |
| RCLBackbone=GIN2023.10 | 78.76 | |
| CLNodeBackbone=GraphSAGE2023.10 | 78.4 | |
| GraphSAGEBackbone=GraphSAGE2023.10 | 77.68 | |
| ChebNet2026.02 | 77.55 | |
| NodeFormer2026.02 | 77.45 | |
| RCLBackbone=GCN2023.10 | 75.19 | |
| GAT-NSAMPLER2026.02 | 74.63 | |
| GINBackbone=GIN2023.10 | 74.51 | |
| CLNodeBackbone=GIN2023.10 | 73.97 | |
| GCN-NSAMPLER2026.02 | 73.51 | |
| GCNBackbone=GCN2023.10 | 72.51 | |
| GCN2026.02 | 72.51 | |
| GCN2026.02 | 72.51 | |
| GTGAN2026.02 | 72.45 | |
| TenGAN2026.02 | 72.3 | |
| LargeGT2026.02 | 72.25 | |
| Graphormer2026.02 | 72.17 | |
| Att-GAN2026.02 | 72.05 | |
| MLP2026.02 | 72.04 | |
| GNNSVDBackbone=GraphSAGE2023.10 | 71.82 | |
| GMP-GL2026.02 | 71.8 | |
| CLNodeBackbone=GCN2023.10 | 71.4 | |
| DnnGAN2026.02 | 71.25 | |
| SIGN2026.02 | 71.24 | |
| GNNSVDBackbone=GIN2023.10 | 70.65 | |
| SGC2026.02 | 70.31 | |
| GraphGAN2026.02 | 70.12 | |
| GNNSVDBackbone=GCN2023.10 | 66.92 |