Node Classification on PubMed (random)
83.8AccuracyMixHop
Evaluation results
| Method | Links | |
|---|---|---|
| MixHoparchitecture=learned2019.04 | 83.8 | |
| MixHoparchitecture=default2019.04 | 83.6 | |
| Vanilla GCN2019.04 | 82.2 | |
| Chebyshev2019.04 | 81.8 | |
| GAT2019.04 | 81.8 | |
| DAGNN2020.07 | 80.1 | |
| APPNP2020.07 | 79.5 | |
| GCN2018.09 | 78.9 | |
| GATEvaluation Protocol=random splits2019.02 | 78.79 | |
| GCN*implementation=own implementation2018.09 | 78.3 | |
| 2-Layer MLP2019.04 | 78.3 | |
| AGNNsplit=random, number of runs=20, optimizer=Adam, dropout=0.52018.03 | 78 | |
| AGNNsplit_type=random2018.03 | 78 | |
| SEGCN2018.09 | 78 | |
| GLNsplit=random, number of runs=20, hidden dimension=16, learning rate=0.01, weight decay=5e-4, dropout=0.52018.03 | 77.7 | |
| GLNsplit_type=random2018.03 | 77.7 | |
| AdaLNetEvaluation Protocol=random splits2019.02 | 77.53 | |
| GCNsplit=random, number of runs=202018.03 | 77.5 | |
| LNetEvaluation Protocol=random splits2019.02 | 77.2 | |
| GAT2020.07 | 77.1 | |
| GCNEvaluation Protocol=random splits2019.02 | 77.09 | |
| SGCEvaluation Protocol=random splits2019.02 | 77.02 | |
| GCN2020.07 | 76.8 | |
| SGC2020.07 | 76.8 | |
| GPNN2018.09 | 76.1 | |
| Bootstrapsplit=random, number of runs=202018.03 | 75.6 | |
| Bootstrapsplit_type=random2018.03 | 75.6 | |
| Bootstrap2018.09 | 75.6 | |
| ChebNet2020.07 | 75.3 | |
| GINEvaluation Protocol=random splits2019.02 | 74.46 | |
| node2vecsplit=random, number of runs=202018.03 | 72.4 | |
| node2vecsplit_type=random2018.03 | 72.4 | |
| node2vec2018.09 | 72.4 | |
| DeepWalksplit=random, number of runs=202018.03 | 72 | |
| DeepWalksplit_type=random2018.03 | 72 | |
| DeepWalk2018.09 | 72 | |
| MLP2020.07 | 70.1 |