Node Classification on CiteSeer (random)
77AccuracyMixHop
Evaluation Results
| Method | Links | |
|---|---|---|
| MixHoparchitecture=learned2019.04 | 77 | |
| Vanilla GCN2019.04 | 76.7 | |
| MixHoparchitecture=default2019.04 | 76.3 | |
| GAT2019.04 | 74.8 | |
| Chebyshev2019.04 | 74.2 | |
| GATEvaluation Protocol=random splits2019.02 | 72.6 | |
| att-Node-level NLSFssource=this paper2024.06 | 72.13 | |
| SGCEvaluation Protocol=random splits2019.02 | 71.4 | |
| DAGNN2020.07 | 71.2 | |
| AdaLNetEvaluation Protocol=random splits2019.02 | 71.04 | |
| GAT2020.07 | 70.8 | |
| GCNEvaluation Protocol=random splits2019.02 | 70.67 | |
| 2-Layer MLP2019.04 | 70.6 | |
| ChebNetIIsource=[41]2024.06 | 69.89 | |
| AGNNsplit=random, number of runs=20, optimizer=Adam, dropout=0.52018.03 | 69.8 | |
| AGNNsplit_type=random2018.03 | 69.8 | |
| APPNP2020.07 | 69.8 | |
| APPNPsource=[41]2024.06 | 69.79 | |
| GCNsource=[41]2024.06 | 69.71 | |
| ARMAsource=[41]2024.06 | 69.35 | |
| GPRGNNsource=[41]2024.06 | 69.22 | |
| SEGCN2018.09 | 69 | |
| SGC2020.07 | 68.7 | |
| GPNN2018.09 | 68.6 | |
| GLNsplit=random, number of runs=20, hidden dimension=16, learning rate=0.01, weight decay=5e-4, dropout=0.52018.03 | 68.4 | |
| GLNsplit_type=random2018.03 | 68.4 | |
| GCN2020.07 | 68.2 | |
| GATsource=this paper2024.06 | 68.16 | |
| GCN2018.09 | 67.9 | |
| ChebNetsource=[41]2024.06 | 67.87 | |
| ChebNet2020.07 | 67.5 | |
| LNetEvaluation Protocol=random splits2019.02 | 67.26 | |
| GCNsplit=random, number of runs=202018.03 | 66.9 | |
| GCN*implementation=own implementation2018.09 | 66.8 | |
| GINEvaluation Protocol=random splits2019.02 | 66.56 | |
| CayleyNetsource=this paper2024.06 | 66.46 | |
| SAGEsource=this paper2024.06 | 63.87 | |
| MLP2020.07 | 58.8 | |
| Bootstrapsplit=random, number of runs=202018.03 | 50.3 | |
| Bootstrapsplit_type=random2018.03 | 50.3 | |
| Bootstrap2018.09 | 50.3 | |
| node2vecsplit=random, number of runs=202018.03 | 47.3 | |
| node2vecsplit_type=random2018.03 | 47.3 | |
| node2vec2018.09 | 47.3 | |
| DeepWalksplit=random, number of runs=202018.03 | 47.2 | |
| DeepWalksplit_type=random2018.03 | 47.2 | |
| DeepWalk2018.09 | 47.2 |