Node Classification on Citeseer full-supervised
0.8351AccuracyFAGCN
Evaluation Results
| Method | Links | |
|---|---|---|
| FAGCNLearning Setting=full-supervised2022.12 | 0.8351 | |
| NFGNNLearning Setting=full-supervised2022.12 | 0.8056 | |
| BMGCNLearning Setting=full-supervised2022.12 | 0.8054 | |
| ParaFormerGPRGNNAuxiliary GNN module=GPRGNN2025.12 | 0.805 | |
| GATLearning Setting=full-supervised2022.12 | 0.8033 | |
| APPNPLearning Setting=full-supervised2022.12 | 0.8022 | |
| BernNetLearning Setting=full-supervised2022.12 | 0.8017 | |
| GPRGNNLearning Setting=full-supervised2022.12 | 0.8013 | |
| NAGphormer2025.12 | 0.801 | |
| APPNPType=Non-linear2021.02 | 0.798 | |
| GCNLearning Setting=full-supervised2022.12 | 0.7967 | |
| ChebNetLearning Setting=full-supervised2022.12 | 0.7932 | |
| APPNP2025.12 | 0.793 | |
| DGCType=Linear2021.02 | 0.787 | |
| ParaFormerGCNAuxiliary GNN module=GCN2025.12 | 0.786 | |
| ERAlignGNNEvaluation Protocol=Full-supervised2026.06 | 0.7854 | |
| JK-ConcatType=Non-linear2021.02 | 0.783 | |
| SGCType=Linear2021.02 | 0.781 | |
| Geom-GCN-ISetting=Full-supervised2020.07 | 0.7799 | |
| ERAlignLLMEvaluation Protocol=Full-supervised2026.06 | 0.7782 | |
| JK-MaxPoolType=Non-linear2021.02 | 0.777 | |
| JKNet2025.12 | 0.777 | |
| GLoGNN2025.12 | 0.774 | |
| SGFormer2025.12 | 0.774 | |
| Polynormer2025.12 | 0.774 | |
| GCNII*Setting=Full-supervised, Layers=642020.07 | 0.7713 | |
| GPRGNN2025.12 | 0.771 | |
| H2GCN2025.12 | 0.771 | |
| GCNIISetting=Full-supervised, Layers=642020.07 | 0.7708 | |
| Incep(Drop)Setting=Full-supervised, Layers=82020.07 | 0.7683 | |
| GAT2025.12 | 0.766 | |
| SIGN2025.12 | 0.766 | |
| APPNPSetting=Full-supervised2020.07 | 0.7653 | |
| GCN2025.12 | 0.765 | |
| CobFormer-TTask head module=Transformer2025.12 | 0.765 | |
| CobFormer-GTask head module=GNN2025.12 | 0.764 | |
| MLPLearning Setting=full-supervised2022.12 | 0.7626 | |
| SGC2025.12 | 0.762 | |
| LLM4NGEvaluation Protocol=Full-supervised2026.06 | 0.7618 | |
| NodeFormer2025.12 | 0.761 | |
| JKNet(Drop)Setting=Full-supervised, Layers=82020.07 | 0.7596 | |
| LocleEvaluation Protocol=Full-supervised2026.06 | 0.7587 | |
| JKNetSetting=Full-supervised, Layers=82020.07 | 0.7585 | |
| CPGNN2025.12 | 0.755 | |
| Geom-GCN-PSetting=Full-supervised2020.07 | 0.7514 | |
| Geom-GCN-SSetting=Full-supervised2020.07 | 0.7471 | |
| JK-LSTMType=Non-linear2021.02 | 0.747 | |
| GATSetting=Full-supervised2020.07 | 0.7432 | |
| GATType=Non-linear2021.02 | 0.743 | |
| MLP2025.12 | 0.74 | |
| GCNSetting=Full-supervised2020.07 | 0.7368 | |
| GCNType=Non-linear2021.02 | 0.736 | |
| GraphTrans2025.12 | 0.721 | |
| Graphormer2025.12 | 0.662 | |
| LINKLearning Setting=full-supervised2022.12 | 0.6076 |