Vertex Classification on DBLP-CA (test)
90.28Mean AccuracyA6
Evaluation Results
| Method | Links | |
|---|---|---|
| A6Label Rate=10%2022.10 | 90.28 | |
| A2Label Rate=10%2022.10 | 90.22 | |
| A4Label Rate=10%2022.10 | 90.1 | |
| A3Label Rate=10%2022.10 | 89.85 | |
| A1Label Rate=10%2022.10 | 89.83 | |
| A5Label Rate=10%2022.10 | 89.75 | |
| A0Label Rate=10%2022.10 | 89.62 | |
| ConLabel Rate=10%2022.10 | 89.59 | |
| SetGNNLabel Rate=10%2022.10 | 89.51 | |
| SelfLabel Rate=10%2022.10 | 89.51 | |
| HyperGCLTraining label rate=1%, Augmentation strategy=A42022.10 | 88.91 | |
| HyperGCLTraining label rate=1%, Augmentation strategy=A62022.10 | 88.55 | |
| HyperGCLTraining label rate=1%, Augmentation strategy=A22022.10 | 88.1 | |
| HyperGCLTraining label rate=1%, Augmentation strategy=A12022.10 | 87.53 | |
| HyperGCLTraining label rate=1%, Augmentation strategy=A32022.10 | 87.47 | |
| HyperGCLTraining label rate=1%, Augmentation strategy=A02022.10 | 87.34 | |
| HyperGCLTraining label rate=1%, Augmentation strategy=A52022.10 | 87.12 | |
| SetGNN (Con)Training label rate=1%, Variant=Contrastive2022.10 | 86.47 | |
| SetGNNTraining label rate=1%2022.10 | 85.52 | |
| SetGNN (Self)Training label rate=1%, Variant=Self-supervised2022.10 | 84.42 |