Node Classification on Citeseer (standard)
80.52AccuracyGAT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GAT2021.06 | 80.52 | 80.52 | 0.71 | |
| APPNP2021.06 | 80.47 | 80.47 | 0.74 | |
| GPR-GNN2021.06 | 80.12 | 80.12 | 0.83 | |
| BernNetK=102021.06 | 80.09 | 80.09 | 0.79 | |
| GCN2021.06 | 79.86 | 79.86 | 0.67 | |
| ChebNet2021.06 | 79.11 | 79.11 | 0.75 | |
| MLP2021.06 | 76.58 | 76.58 | 0.88 | |
| att-Node-level NLSFsattention=Laplacian2024.06 | 75.41 | — | — | |
| SBM_GCNgenerative_model=SBM, posterior_model=GCN2019.05 | 74.5 | — | — | |
| LSM_GCNgenerative_model=LSM, posterior_model=GCN2019.05 | 74.4 | — | — | |
| SBM_GATgenerative_model=SBM, posterior_model=GAT2019.05 | 74 | — | — | |
| GraphVAT2019.09 | 73.7 | — | — | |
| Specformer2024.06 | 73.45 | — | — | |
| GraphAT2019.09 | 73.4 | — | — | |
| LSM_GATgenerative_model=LSM, posterior_model=GAT2019.05 | 73.1 | — | — | |
| SLAPSinitialization=MLP, refinement=self-training2021.02 | 73.1 | — | — | |
| SLAPSinitialization=MLP-D2021.02 | 72.6 | — | — | |
| JacobiConv2024.06 | 72.59 | — | — | |
| DropEdge2019.09 | 72.3 | — | — | |
| APPNP2024.06 | 71.93 | — | — | |
| GCN2019.05 | 71.8 | — | — | |
| ChebNetII2024.06 | 71.76 | — | — | |
| GAT2019.05 | 71.5 | — | — | |
| LDS2021.02 | 71.5 | — | — | |
| GAT2024.06 | 71.32 | — | — | |
| BernNet2024.06 | 71.25 | — | — | |
| GCN2024.06 | 70.73 | — | — | |
| SLAPSinitialization=FP2021.02 | 70.7 | — | — | |
| SLAPSinitialization=MLP, refinement=AdaEdge2021.02 | 70.6 | — | — | |
| SLAPSinitialization=MLP2021.02 | 70.5 | — | — | |
| ChebNet2024.06 | 70.48 | — | — | |
| OptBasisGNN2024.06 | 70.46 | — | — | |
| MLP-GAM*2021.02 | 70.3 | — | — | |
| GPRGNN2024.06 | 70.28 | — | — | |
| ARMA2024.06 | 69.91 | — | — | |
| kNN-GCNrefinement=self-training2021.02 | 69.8 | — | — | |
| kNN-GCNrefinement=AdaEdge2021.02 | 68.8 | — | — | |
| CayleyNet2024.06 | 68.32 | — | — | |
| kNN-GCN2021.02 | 68.3 | — | — | |
| IDGL2021.02 | 68.2 | — | — | |
| GRCN2021.02 | 67.3 | — | — | |
| SAGE2024.06 | 66.4 | — | — | |
| MLP2019.05 | 56.9 | — | — | |
| MLP2021.02 | 56.7 | — | — | |
| DGCNN2021.02 | 55.1 | — | — | |
| LP2021.02 | 23.2 | — | — |