Transductive Node Classification on Pubmed 5 labels per class
67.6AccuracyGraph2Gauss
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Graph2GaussLearning Paradigm=Contrastive2022.01 | 67.6 | 3.9 | |
| S^2GCLearning Paradigm=Unsupervised2022.01 | 67.6 | 4.2 | |
| PCA-S^2GCLearning Paradigm=Unsupervised2022.01 | 67.5 | 4.3 | |
| RP-S^2GCLearning Paradigm=Unsupervised2022.01 | 66.1 | 5 | |
| COLES-S^2GCLearning Paradigm=Contrastive2022.01 | 66 | 5.2 | |
| SGCLearning Paradigm=Unsupervised2022.01 | 65.8 | 4.4 | |
| SCELearning Paradigm=Contrastive2022.01 | 65.7 | 6 | |
| GATLearning Paradigm=Semi-supervised2022.01 | 65.5 | 4.6 | |
| GCNLearning Paradigm=Semi-supervised2022.01 | 65.4 | 5.2 | |
| DGILearning Paradigm=Contrastive2022.01 | 65.3 | 5.7 | |
| MixHopLearning Paradigm=Semi-supervised2022.01 | 64.4 | 5.6 | |
| SAGE with SampledNCELearning Paradigm=Contrastive2022.01 | 64.1 | 6.1 | |
| COLES-GCN (+Aug)Learning Paradigm=Contrastive + Augmentation2022.01 | 63.9 | 5 | |
| COLES-GCNLearning Paradigm=Contrastive2022.01 | 62.7 | 4.6 | |
| COLES-GCN (Stiefel)Learning Paradigm=Contrastive2022.01 | 62.6 | 5 | |
| GCN with SampledNCELearning Paradigm=Contrastive2022.01 | 60.9 | 5.7 | |
| DeepWalkLearning Paradigm=Contrastive2022.01 | 60.3 | 5.6 |