Node Classification on Chameleon h=0.23 (test)
72.13Mean AccuracyIIE-GNN
Evaluation results
| Method | Links | |
|---|---|---|
| IIE-GNNCategory=Ours2022.11 | 72.13 | |
| GGCNCategory=Refine GNNs, Results Source=Original Paper2022.11 | 71.14 | |
| GGCNLayers=22021.02 | 70.77 | |
| GGCNLayers=162021.02 | 70.44 | |
| GGCNLayers=82021.02 | 70.33 | |
| GGCNLayers=322021.02 | 70.29 | |
| GGCNLayers=642021.02 | 70.2 | |
| GGCNLayers=42021.02 | 69.58 | |
| NW-GNNCategory=NAS-GNNs, Results Source=Original Paper2022.11 | 69.06 | |
| MLP+GCNCategory=Refine GNNs, Results Source=Original Paper2022.11 | 68.04 | |
| GCNCategory=Baseline2022.11 | 67.28 | |
| WRGNNCategory=Extend non-local GNNs, Results Source=Original Paper2022.11 | 65.24 | |
| GCNLayers=22021.02 | 64.82 | |
| GCNIILayers=42021.02 | 63.86 | |
| F2GCNCategory=NAS-GNNs, Results Source=Original Paper2022.11 | 63.31 | |
| GCNIILayers=82021.02 | 62.89 | |
| PairNormLayers=22021.02 | 62.74 | |
| GCN-JKCategory=Baseline2022.11 | 61.67 | |
| GBKGNNCategory=Refine GNNs, Results Source=Original Paper2022.11 | 61.59 | |
| GCNIILayers=22021.02 | 61.07 | |
| Geom-GCNCategory=Extend non-local GNNs, Results Source=Original Paper2022.11 | 60.9 | |
| GATLayers=22021.02 | 60.26 | |
| GCNIILayers=162021.02 | 60.2 | |
| H2GCNLayers=42021.02 | 60.11 | |
| Geom-GCNLayers=22021.02 | 60 | |
| H2GCNLayers=22021.02 | 59.06 | |
| PairNormLayers=42021.02 | 59.01 | |
| H2GCNCategory=Refine GNNs, Results Source=Original Paper2022.11 | 57.11 | |
| GCNIILayers=322021.02 | 56.97 | |
| GCNIILayers=642021.02 | 55.99 | |
| GraphSAGECategory=Baseline2022.11 | 55.68 | |
| PairNormLayers=82021.02 | 54.12 | |
| UGCNCategory=Extend non-local GNNs, Results Source=Original Paper2022.11 | 54.07 | |
| GCNLayers=42021.02 | 53.11 | |
| MixHopCategory=Baseline2022.11 | 49.45 | |
| GATLayers=42021.02 | 48.71 | |
| MLPCategory=Baseline2022.11 | 48.11 | |
| PairNormLayers=322021.02 | 46.78 | |
| GPRGNNLayers=22021.02 | 46.58 | |
| PairNormLayers=162021.02 | 46.38 | |
| PairNormLayers=642021.02 | 46.27 | |
| GPRGNNLayers=42021.02 | 45.72 | |
| GPRGNNLayers=82021.02 | 41.16 | |
| GPRGNNLayers=162021.02 | 39.58 | |
| GPRGNNLayers=642021.02 | 36.38 | |
| GCNLayers=642021.02 | 35.5 | |
| GPRGNNLayers=322021.02 | 35.42 | |
| GCNLayers=162021.02 | 35.39 | |
| GCNLayers=322021.02 | 35.2 | |
| GCNLayers=82021.02 | 35.15 | |
| GATLayers=82021.02 | 35.09 | |
| Geom-GCNLayers=82021.02 | 19.58 | |
| Geom-GCNLayers=162021.02 | 19.58 | |
| Geom-GCNLayers=322021.02 | 19.58 | |
| Geom-GCNLayers=642021.02 | 19.58 | |
| Geom-GCNLayers=42021.02 | 19.17 |