Node Classification on Cora (2% label rate)
0.803Accuracytruncated Krylov
Evaluation Results
| Method | Links | |
|---|---|---|
| truncated KrylovValidation Strategy=Without Validation2019.06 | 0.803 | |
| linear SnowballValidation Strategy=Without Validation2019.06 | 0.794 | |
| SnowballValidation Strategy=Without Validation2019.06 | 0.785 | |
| MT-GCN2020.09 | 0.768 | |
| UnionLabel Rate=2%2018.01 | 0.759 | |
| UnionValidation Strategy=Without Validation2019.06 | 0.759 | |
| Union2020.09 | 0.759 | |
| M3SValidation Strategy=Without Validation2019.06 | 0.756 | |
| M3S2020.09 | 0.756 | |
| MultiStageValidation Strategy=Without Validation2019.06 | 0.744 | |
| MultiStage2020.09 | 0.744 | |
| Self-trainingLabel Rate=2%2018.01 | 0.738 | |
| Self-trainingValidation Strategy=Without Validation2019.06 | 0.738 | |
| Self-training2020.09 | 0.738 | |
| Co-trainingLabel Rate=2%2018.01 | 0.735 | |
| Co-trainingValidation Strategy=Without Validation2019.06 | 0.735 | |
| Co-training2020.09 | 0.735 | |
| IntersectionLabel Rate=2%2018.01 | 0.729 | |
| IntersectionValidation Strategy=Without Validation2019.06 | 0.729 | |
| Intersection2020.09 | 0.729 | |
| GCN+VLabel Rate=2%2018.01 | 0.722 | |
| GCN+V2020.09 | 0.722 | |
| GCN-DVATValidation Strategy=Without Validation2019.06 | 0.719 | |
| GCN-SVATValidation Strategy=Without Validation2019.06 | 0.714 | |
| GCN-VLabel Rate=2%2018.01 | 0.678 | |
| GCNValidation Strategy=Without Validation2019.06 | 0.678 | |
| GCN-V2020.09 | 0.678 | |
| LPLabel Rate=2%2018.01 | 0.654 | |
| LPValidation Strategy=Without Validation2019.06 | 0.654 | |
| LP2020.09 | 0.654 | |
| ChebyLabel Rate=2%2018.01 | 0.624 | |
| ChebyValidation Strategy=Without Validation2019.06 | 0.624 | |
| Chebyshev2020.09 | 0.624 | |
| SAGE+SMratio(%)=22026.03 | 0.603 | |
| SAGE+IGratio(%)=22026.03 | 0.539 | |
| GCNratio(%)=22026.03 | 0.348 | |
| SGCratio(%)=22026.03 | 0.345 | |
| SAGEratio(%)=22026.03 | 0.309 | |
| DLRGAEratio(%)=22026.03 | 0.303 | |
| DCIratio(%)=22026.03 | 0.296 | |
| tsGCNratio(%)=22026.03 | 0.237 | |
| GATratio(%)=22026.03 | 0.193 | |
| GINratio(%)=22026.03 | 0.12 |