Node Classification on PubMed overlapping subgraph partitioning 10 Clients
88.67AccuracyFedGMC
Evaluation Results
| Method | Links | |
|---|---|---|
| FedGMCNumber of clients=102026.05 | 88.67 | |
| FedICINumber of clients=102026.05 | 87.93 | |
| FedSSANumber of clients=102026.05 | 87.78 | |
| FedIIHNumber of clients=102026.05 | 87.65 | |
| AdaFGLNumber of clients=102026.05 | 86.97 | |
| FedGTANumber of clients=102026.05 | 86.8 | |
| FedSSAPartitioning Setting=overlapping subgraph partitioning2026.01 | 86.4 | |
| FED-PUBNumber of clients=102026.05 | 86.28 | |
| FedIIHPartitioning Setting=overlapping subgraph partitioning2026.01 | 85.87 | |
| FED-PUBPartitioning Setting=overlapping subgraph partitioning2026.01 | 85.7 | |
| AdaFGLPartitioning Setting=overlapping subgraph partitioning2026.01 | 85.58 | |
| FedGTAPartitioning Setting=overlapping subgraph partitioning2026.01 | 85.34 | |
| FedPerPartitioning Setting=overlapping subgraph partitioning2026.01 | 85.31 | |
| FedTADNumber of clients=102026.05 | 84.61 | |
| FedGNNPartitioning Setting=overlapping subgraph partitioning2026.01 | 84.25 | |
| FedPerNumber of clients=102026.05 | 84.2 | |
| GCFLNumber of clients=102026.05 | 84.18 | |
| GCFLPartitioning Setting=overlapping subgraph partitioning2026.01 | 83.59 | |
| FedGNNNumber of clients=102026.05 | 83.25 | |
| FedTADPartitioning Setting=overlapping subgraph partitioning2026.01 | 82.98 | |
| LocalNumber of clients=102026.05 | 82.81 | |
| FedSage+Partitioning Setting=overlapping subgraph partitioning2026.01 | 82.77 | |
| FedAvgNumber of clients=102026.05 | 82.71 | |
| FedAvgPartitioning Setting=overlapping subgraph partitioning2026.01 | 82.67 | |
| FedProxPartitioning Setting=overlapping subgraph partitioning2026.01 | 82.63 | |
| FedSage+Number of clients=102026.05 | 82.62 | |
| FedProxNumber of clients=102026.05 | 82.55 | |
| LocalPartitioning Setting=overlapping subgraph partitioning2026.01 | 82.32 |