Transductive Node Classification on Cora 20 labels per class
81.5Mean AccuracyCOLES-S^2GC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| COLES-S^2GCLearning Paradigm=Contrastive2022.01 | 81.5 | 1.2 | |
| S^2GCLearning Paradigm=Unsupervised2022.01 | 81.3 | 1.2 | |
| PCA-S^2GCLearning Paradigm=Unsupervised2022.01 | 81.2 | 1.3 | |
| COLES-GCN (Stiefel)Learning Paradigm=Contrastive2022.01 | 81 | 1.3 | |
| COLES-GCN (+Aug)Learning Paradigm=Contrastive + Augmentation2022.01 | 81 | 1.3 | |
| COLES-GCNLearning Paradigm=Contrastive2022.01 | 80.8 | 1.3 | |
| SCELearning Paradigm=Contrastive2022.01 | 80.2 | 1.1 | |
| MixHopLearning Paradigm=Semi-supervised2022.01 | 80 | 1.4 | |
| GATLearning Paradigm=Semi-supervised2022.01 | 79.6 | 1.5 | |
| GCNLearning Paradigm=Semi-supervised2022.01 | 79.4 | 1.6 | |
| GraphCLLearning Paradigm=Contrastive + Augmentation2022.01 | 78.3 | 1.7 | |
| SGCLearning Paradigm=Unsupervised2022.01 | 78.3 | 1.9 | |
| DGILearning Paradigm=Contrastive2022.01 | 78.1 | 1.8 | |
| RP-S^2GCLearning Paradigm=Unsupervised2022.01 | 78.1 | 1.2 | |
| Graph2GaussLearning Paradigm=Contrastive2022.01 | 76.2 | 1.1 | |
| GCALearning Paradigm=Contrastive + Augmentation2022.01 | 75.8 | 1.9 | |
| GCN with SampledNCELearning Paradigm=Contrastive2022.01 | 74.3 | 1.6 | |
| GRACELearning Paradigm=Contrastive + Augmentation2022.01 | 73.9 | 1.6 | |
| SAGE with SampledNCELearning Paradigm=Contrastive2022.01 | 73.8 | 1.5 | |
| DeepWalkLearning Paradigm=Contrastive2022.01 | 70.5 | 1.9 | |
| COLES-S^2GCLearning Paradigm=Contrastive2022.01 | 61.8 | 0.5 | |
| GCNLearning Paradigm=Semi-supervised2022.01 | 61.5 | 0.5 | |
| MixHopLearning Paradigm=Semi-supervised2022.01 | 61 | 0.7 | |
| SCELearning Paradigm=Contrastive2022.01 | 60.6 | 0.6 | |
| S^2GCLearning Paradigm=Unsupervised2022.01 | 60 | 0.5 | |
| COLES-GCN (+Aug)Learning Paradigm=Contrastive + Augmentation2022.01 | 59.4 | 0.5 | |
| PCA-S^2GCLearning Paradigm=Unsupervised2022.01 | 59.3 | 0.6 | |
| COLES-GCN (Stiefel)Learning Paradigm=Contrastive2022.01 | 59.2 | 0.5 | |
| COLES-GCNLearning Paradigm=Contrastive2022.01 | 58.9 | 0.5 | |
| DGILearning Paradigm=Contrastive2022.01 | 58.4 | 0.6 | |
| SGCLearning Paradigm=Unsupervised2022.01 | 57.7 | 1.2 | |
| GATLearning Paradigm=Semi-supervised2022.01 | 56.9 | 0.6 | |
| DeepWalkLearning Paradigm=Contrastive2022.01 | 51.1 | 0.7 | |
| Graph2GaussLearning Paradigm=Contrastive2022.01 | 49.3 | 0.5 | |
| RP-S^2GCLearning Paradigm=Unsupervised2022.01 | 48.7 | 0.6 | |
| GCN with SampledNCELearning Paradigm=Contrastive2022.01 | 45.2 | 0.9 | |
| SAGE with SampledNCELearning Paradigm=Contrastive2022.01 | 43.6 | 0.6 |