Node Classification on Cora, CiteSeer, PubMed, WikiCS, and Amazon Photo Average
76.2AccuracyContFUSE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ContFUSEClassifier=GAT2026.05 | 76.2 | 76.9 | |
| DeepWalkClassifier=GAT2026.05 | 75.9 | 76.7 | |
| ContFUSEClassifier=GraphSAGE2026.05 | 75.8 | 75.9 | |
| Node2VecClassifier=GAT2026.05 | 75.6 | 76.5 | |
| ContFUSEClassifier=GCN2026.05 | 75.1 | 75.6 | |
| DeepWalkClassifier=GCN2026.05 | 74.9 | 75.6 | |
| Node2VecClassifier=GCN2026.05 | 74.7 | 75.3 | |
| DeepWalkClassifier=GraphSAGE2026.05 | 73.9 | 74.5 | |
| Node2VecClassifier=GraphSAGE2026.05 | 73.2 | 73.8 | |
| VGAEClassifier=GAT2026.05 | 72.9 | 74.1 | |
| VGAEClassifier=GCN2026.05 | 72.3 | 73.4 | |
| VGAEClassifier=GraphSAGE2026.05 | 70.3 | 71.9 | |
| GivenClassifier=GAT2026.05 | 69.1 | 73.4 | |
| GivenClassifier=GCN2026.05 | 68.5 | 71.5 | |
| GivenClassifier=GraphSAGE2026.05 | 67.4 | 70.9 | |
| SGCLClassifier=GAT2026.05 | 62 | 67.5 | |
| COLESClassifier=GraphSAGE2026.05 | 61.9 | 65.6 | |
| SGCLClassifier=GCN2026.05 | 61.8 | 65.5 | |
| SGCLClassifier=GraphSAGE2026.05 | 61.8 | 65.7 | |
| COLESClassifier=GAT2026.05 | 61.2 | 66.4 | |
| COLESClassifier=GCN2026.05 | 60.6 | 64.8 | |
| GRACEClassifier=GraphSAGE2026.05 | 59.7 | 67.6 | |
| CCA-SSGClassifier=GraphSAGE2026.05 | 59.7 | 65.4 | |
| GRACEClassifier=GCN2026.05 | 59.1 | 66.3 | |
| GRACEClassifier=GAT2026.05 | 58.6 | 67.5 | |
| CCA-SSGClassifier=GCN2026.05 | 58.1 | 63.7 | |
| CCA-SSGClassifier=GAT2026.05 | 57.9 | 65 | |
| DGIClassifier=GraphSAGE2026.05 | 56.6 | 64.9 | |
| DGIClassifier=GAT2026.05 | 56.2 | 65.5 | |
| DGIClassifier=GCN2026.05 | 55.2 | 62.1 | |
| MVGRLClassifier=GAT2026.05 | 52.3 | 64.4 | |
| MVGRLClassifier=GCN2026.05 | 51.8 | 61 | |
| MVGRLClassifier=GraphSAGE2026.05 | 51.6 | 65.3 | |
| RandomClassifier=GCN2026.05 | 51.4 | 60.2 | |
| RandomClassifier=GAT2026.05 | 51.3 | 62.2 | |
| RandomClassifier=GraphSAGE2026.05 | 50.9 | 60.2 | |
| ContFUSEClassifier=Logistic2026.05 | 50.5 | 53.1 | |
| RandomClassifier=Logistic2026.05 | 50.2 | 50.2 | |
| MVGRLClassifier=Logistic2026.05 | 50.2 | 51.2 | |
| DGIClassifier=Logistic2026.05 | 49.9 | 50.2 | |
| GRACEClassifier=Logistic2026.05 | 49.9 | 50.2 | |
| SGCLClassifier=Logistic2026.05 | 49.9 | 50.1 | |
| VGAEClassifier=Logistic2026.05 | 49.9 | 49.9 | |
| DeepWalkClassifier=Logistic2026.05 | 49.8 | 49.5 | |
| COLESClassifier=Logistic2026.05 | 49.8 | 50 | |
| CCA-SSGClassifier=Logistic2026.05 | 49.8 | 50 | |
| GivenClassifier=Logistic2026.05 | 49.7 | 49.4 | |
| Node2VecClassifier=Logistic2026.05 | 49.6 | 49.6 |