Node Classification on PubMed (Overall-F1, Accuracy, Hete-F1, Hete-min-F1)
82.12Overall F1BoostFGL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BoostFGLProtocol=Subgraph-FL2026.01 | 82.12 | 87.2 | 68.42 | 64.28 | |
| FairFGLProtocol=Subgraph-FL2026.01 | 81.33 | 85.56 | 65.66 | 61.04 | |
| FedSparyProtocol=Subgraph-FL2026.01 | 74.72 | 82.26 | 60.81 | 55.86 | |
| FedSage+Protocol=Subgraph-FL2026.01 | 70.8 | 85.06 | 61.53 | 58.74 | |
| FedAvgProtocol=Subgraph-FL2026.01 | 70.08 | 83.8 | 53.25 | 45.34 | |
| AdaFGLProtocol=Subgraph-FL2026.01 | 70.05 | 83.85 | 54.41 | 47.48 | |
| MOONProtocol=Subgraph-FL2026.01 | 69.84 | 83.75 | 53.11 | 45.76 | |
| FedTADProtocol=Subgraph-FL2026.01 | 69.52 | 83.64 | 52.84 | 44.37 | |
| FedGTAProtocol=Subgraph-FL2026.01 | 68.02 | 83.2 | 51.54 | 41.95 |