Transductive Node Classification on Pubmed 20 labels per class
77.4AccuracyCOLES-S^2GC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| COLES-S^2GCLearning Paradigm=Contrastive2022.01 | 77.4 | 1.9 | |
| GCNLearning Paradigm=Semi-supervised2022.01 | 77.2 | 2.1 | |
| SGCLearning Paradigm=Unsupervised2022.01 | 76.3 | 2.3 | |
| SCELearning Paradigm=Contrastive2022.01 | 75.8 | 2.2 | |
| MixHopLearning Paradigm=Semi-supervised2022.01 | 75.7 | 2.7 | |
| GATLearning Paradigm=Semi-supervised2022.01 | 75.4 | 2.3 | |
| SAGE with SampledNCELearning Paradigm=Contrastive2022.01 | 74.6 | 1.9 | |
| Graph2GaussLearning Paradigm=Contrastive2022.01 | 74.1 | 2.1 | |
| DGILearning Paradigm=Contrastive2022.01 | 73.9 | 2.3 | |
| COLES-GCN (+Aug)Learning Paradigm=Contrastive + Augmentation2022.01 | 73.4 | 2.5 | |
| S^2GCLearning Paradigm=Unsupervised2022.01 | 73.3 | 2 | |
| COLES-GCN (Stiefel)Learning Paradigm=Contrastive2022.01 | 73.2 | 2.6 | |
| PCA-S^2GCLearning Paradigm=Unsupervised2022.01 | 73.2 | 2 | |
| COLES-GCNLearning Paradigm=Contrastive2022.01 | 72.7 | 2.1 | |
| RP-S^2GCLearning Paradigm=Unsupervised2022.01 | 72.5 | 1.9 | |
| DeepWalkLearning Paradigm=Contrastive2022.01 | 70.8 | 2.6 | |
| GCN with SampledNCELearning Paradigm=Contrastive2022.01 | 70.3 | 2.5 |