Node Classification on CiteSeer (3% label rate)
73.2AccuracySAGE+SM
Evaluation results
| Method | Links | |
|---|---|---|
| SAGE+SMratio(%)=32026.03 | 73.2 | |
| truncated KrylovValidation Strategy=Without Validation2019.06 | 71.8 | |
| SAGE+IGratio(%)=32026.03 | 71.2 | |
| SnowballValidation Strategy=Without Validation2019.06 | 71.1 | |
| linear SnowballValidation Strategy=Without Validation2019.06 | 71 | |
| M3SValidation Strategy=Without Validation2019.06 | 70.3 | |
| Intersection2018.01 | 70.1 | |
| IntersectionValidation Strategy=Without Validation2019.06 | 70.1 | |
| Self-training2018.01 | 69.8 | |
| Self-trainingValidation Strategy=Without Validation2019.06 | 69.8 | |
| GCN-DVATValidation Strategy=Without Validation2019.06 | 69.2 | |
| GCN-SVATValidation Strategy=Without Validation2019.06 | 68.6 | |
| MultiStageValidation Strategy=Without Validation2019.06 | 68 | |
| GCN+V2018.01 | 67.5 | |
| GCN-V2018.01 | 66.9 | |
| GCNValidation Strategy=Without Validation2019.06 | 66.9 | |
| Union2018.01 | 66.7 | |
| UnionValidation Strategy=Without Validation2019.06 | 66.7 | |
| Cheby2018.01 | 66.2 | |
| ChebyValidation Strategy=Without Validation2019.06 | 66.2 | |
| Co-training2018.01 | 62.5 | |
| Co-trainingValidation Strategy=Without Validation2019.06 | 62.5 | |
| LP2018.01 | 45.3 | |
| LPValidation Strategy=Without Validation2019.06 | 45.3 | |
| DCIratio(%)=32026.03 | 27.2 | |
| tsGCNratio(%)=32026.03 | 26.7 | |
| GINratio(%)=32026.03 | 26.6 | |
| SGCratio(%)=32026.03 | 25.5 | |
| GCNratio(%)=32026.03 | 24.6 | |
| GATratio(%)=32026.03 | 24 | |
| SAGEratio(%)=32026.03 | 21.3 | |
| DLRGAEratio(%)=32026.03 | 19.9 |