Node Classification on PubMed (test) (Median Accuracy)
87.19Median AccuracySPGCL
Evaluation Results
| Method | Links | |
|---|---|---|
| SPGCLTraining Data=X, A2026.06 | 87.19 | |
| E2NegTraining Data=X, A2026.06 | 87.08 | |
| ProGCLTraining Data=X, A2026.06 | 86.97 | |
| LocalGCLTraining Data=X, A2026.06 | 86.53 | |
| StrGCLTraining Data=X, A2026.06 | 86.52 | |
| CSGCLTraining Data=X, A2026.06 | 86.48 | |
| GCATraining Data=X, A2026.06 | 86.46 | |
| DGITraining Data=X, A2026.06 | 86.12 | |
| GRACETraining Data=X, A2026.06 | 86.02 | |
| SGRLTraining Data=X, A2026.06 | 86.02 | |
| BGRLTraining Data=X, A2026.06 | 85.57 | |
| SCETraining Data=X, A2026.06 | 85.03 | |
| GCNTraining Data=X, A, Y2026.06 | 84.8 | |
| SIGNATraining Data=X, A2026.06 | 84.23 | |
| StandardLabel Rate=5%, Backbone=GraphSage2026.05 | 83.62 | |
| Standardlabel rate=5%, Backbone=GAT2026.05 | 82.5 | |
| StandardLabel Rate=2%, Backbone=GraphSage2026.05 | 81.21 | |
| CLlabel rate=5%, Backbone=GAT2026.05 | 80.92 | |
| CMPLabel Rate=5%, Backbone=GraphSage2026.05 | 80.72 | |
| CLLabel Rate=5%, Backbone=GraphSage2026.05 | 80.42 | |
| UnconstrainedLabel Rate=5%, Backbone=GraphSage2026.05 | 79.97 | |
| StandardLabel Rate=1%, Backbone=GraphSage2026.05 | 79.89 | |
| CLlabel rate=2%, Backbone=GAT2026.05 | 79.57 | |
| Standardlabel rate=2%, Backbone=GAT2026.05 | 79.5 | |
| CMPlabel rate=5%, Backbone=GAT2026.05 | 79.27 | |
| Unconstrainedlabel rate=5%, Backbone=GAT2026.05 | 78.42 | |
| CMPLabel Rate=2%, Backbone=GraphSage2026.05 | 78.4 | |
| CLLabel Rate=2%, Backbone=GraphSage2026.05 | 78.36 | |
| StandardLabel Rate=0.5%, Backbone=GraphSage2026.05 | 77.74 | |
| Standardlabel rate=1%, Backbone=GAT2026.05 | 77.61 | |
| CLlabel rate=1%, Backbone=GAT2026.05 | 77.41 | |
| CMPlabel rate=2%, Backbone=GAT2026.05 | 76.98 | |
| UnconstrainedLabel Rate=2%, Backbone=GraphSage2026.05 | 76.43 | |
| CLLabel Rate=1%, Backbone=GraphSage2026.05 | 76.1 | |
| CMPLabel Rate=1%, Backbone=GraphSage2026.05 | 76.08 | |
| Standardlabel rate=0.5%, Backbone=GAT2026.05 | 75.9 | |
| CMPlabel rate=1%, Backbone=GAT2026.05 | 75.88 | |
| Unconstrainedlabel rate=2%, Backbone=GAT2026.05 | 75.51 | |
| CLlabel rate=0.5%, Backbone=GAT2026.05 | 75.41 | |
| UnconstrainedLabel Rate=1%, Backbone=GraphSage2026.05 | 75.39 | |
| CLLabel Rate=0.5%, Backbone=GraphSage2026.05 | 75.32 | |
| CMPLabel Rate=0.5%, Backbone=GraphSage2026.05 | 74.67 | |
| CMPlabel rate=0.5%, Backbone=GAT2026.05 | 74.27 | |
| CLLabel Rate=0.2%, Backbone=GraphSage2026.05 | 73.66 | |
| UnconstrainedLabel Rate=0.5%, Backbone=GraphSage2026.05 | 72.9 | |
| Unconstrainedlabel rate=1%, Backbone=GAT2026.05 | 72.82 | |
| Unconstrainedlabel rate=0.5%, Backbone=GAT2026.05 | 71.62 | |
| CLlabel rate=0.2%, Backbone=GAT2026.05 | 71.14 | |
| StandardLabel Rate=0.2%, Backbone=GraphSage2026.05 | 71.08 | |
| CMPLabel Rate=0.2%, Backbone=GraphSage2026.05 | 71.02 | |
| CMPlabel rate=0.2%, Backbone=GAT2026.05 | 70.36 | |
| UnconstrainedLabel Rate=0.2%, Backbone=GraphSage2026.05 | 69.63 | |
| CLlabel rate=0.1%, Backbone=GAT2026.05 | 69.43 | |
| CLLabel Rate=0.1%, Backbone=GraphSage2026.05 | 69.38 | |
| Standardlabel rate=0.2%, Backbone=GAT2026.05 | 68.2 | |
| Unconstrainedlabel rate=0.2%, Backbone=GAT2026.05 | 67.1 | |
| CMPLabel Rate=0.1%, Backbone=GraphSage2026.05 | 64.97 | |
| CMPlabel rate=0.1%, Backbone=GAT2026.05 | 62.29 | |
| UnconstrainedLabel Rate=0.1%, Backbone=GraphSage2026.05 | 60.44 | |
| Unconstrainedlabel rate=0.1%, Backbone=GAT2026.05 | 59.81 | |
| StandardLabel Rate=0.1%, Backbone=GraphSage2026.05 | 59.59 | |
| Standardlabel rate=0.1%, Backbone=GAT2026.05 | 58.64 |