Node Classification on Pubmed standard (original)
82.69AccuracyAPPNP
Evaluation results
| Method | Links | |
|---|---|---|
| APPNP2024.06 | 82.69 | |
| att-Node-level NLSFsattention=Laplacian2024.06 | 82.22 | |
| JacobiConv2024.06 | 82.05 | |
| Specformer2024.06 | 81.62 | |
| ChebNetII2024.06 | 81.38 | |
| GPRGNN2024.06 | 81.31 | |
| BernNet2024.06 | 81.07 | |
| OptBasisGNN2024.06 | 80.38 | |
| GCN2024.06 | 80.14 | |
| SAGE2024.06 | 79.91 | |
| GAT2024.06 | 79.45 | |
| ARMA2024.06 | 79.24 | |
| CayleyNet2024.06 | 77.48 | |
| ChebNet2024.06 | 76.47 | |
| SLAPSinitialization=MLP2021.02 | 74.4 | |
| SLAPSinitialization=MLP, refinement=self-training2021.02 | 74.3 | |
| SLAPSinitialization=MLP-D2021.02 | 73.1 | |
| kNN-GCNrefinement=self-training2021.02 | 72.7 | |
| IDGL2021.02 | 72.3 | |
| MLP-GAM*2021.02 | 71.9 | |
| MLP2021.02 | 71.4 | |
| kNN-GCN2021.02 | 70.4 | |
| DGCNN2021.02 | 70.1 | |
| GRCN2021.02 | 67.3 | |
| LP2021.02 | 41.3 |