Semi-supervised Node Classification on Pubmed standard (test)
80.8AccuracyMixHop
Evaluation results
| Method | Links | |
|---|---|---|
| MixHoptraining time=1m2021.11 | 80.8 | |
| GraphHeatType=Non-linear2021.02 | 80.5 | |
| DGCType=Linear2021.02 | 80.3 | |
| GCNIItraining time=2m2021.11 | 80.3 | |
| APPNPType=Non-linear2021.02 | 80.1 | |
| GCDEType=Non-linear2021.02 | 79.9 | |
| GWWNType=Non-linear2021.02 | 79.1 | |
| GCNType=Non-linear2021.02 | 79 | |
| GATType=Non-linear2021.02 | 79 | |
| GCNtraining time=83s2021.11 | 79 | |
| SGCType=Linear2021.02 | 78.9 | |
| iSVD100 (M(NC))training time=0.3s2021.11 | 78.9 | |
| iSVD100 (M(NC)) + dropouttraining time=0.2s2021.11 | 78.9 | |
| SIGN-linearType=Linear2021.02 | 78.6 | |
| SGC-PairNormType=Linear2021.02 | 78.2 | |
| JKNetType=Non-linear2021.02 | 78.1 | |
| GATtraining time=6m2021.11 | 77.7 | |
| Planetoidtraining time=25s2021.11 | 77.2 | |
| CGNNType=Non-linear2021.02 | 76.8 | |
| DeepWalkType=Linear2021.02 | 76.8 | |
| GraphSAGEType=Non-linear2021.02 | 75.8 | |
| Label PropagationType=Linear2021.02 | 63 |