Node Classification on Tolokers (non-overlapping subgraph partitioning)
76.49AUC (%)FedGMC
Evaluation Results
| Method | Links | |
|---|---|---|
| FedGMCNumber of Clients=52026.05 | 76.49 | |
| FedSSANumber of Clients=52026.05 | 75.82 | |
| FedSage+Number of Clients=52026.05 | 75.06 | |
| FedICINumber of Clients=52026.05 | 74.05 | |
| FedGMCNumber of Clients=102026.05 | 74.03 | |
| FedSSANumber of Clients=102026.05 | 73.96 | |
| FedICINumber of Clients=102026.05 | 73.74 | |
| FED-PUBNumber of Clients=102026.05 | 72.46 | |
| FedGMCNumber of Clients=202026.05 | 72.33 | |
| FedSSANumber of Clients=202026.05 | 72.29 | |
| FedIIHNumber of Clients=102026.05 | 71.32 | |
| FedSage+Number of Clients=102026.05 | 71.31 | |
| FedIIHNumber of Clients=52026.05 | 71.09 | |
| FED-PUBNumber of Clients=52026.05 | 70.88 | |
| FedICINumber of Clients=202026.05 | 70.79 | |
| FedIIHNumber of Clients=202026.05 | 70.3 | |
| LocalNumber of Clients=102026.05 | 70.04 | |
| FedSage+Number of Clients=202026.05 | 69.73 | |
| LocalNumber of Clients=52026.05 | 67.81 | |
| FED-PUBNumber of Clients=202026.05 | 65.26 | |
| GCFLNumber of Clients=52026.05 | 64.39 | |
| LocalNumber of Clients=202026.05 | 62.34 | |
| FedTADNumber of Clients=52026.05 | 60.91 | |
| FedGTANumber of Clients=52026.05 | 60.83 | |
| FedAvgNumber of Clients=52026.05 | 60.74 | |
| GCFLNumber of Clients=102026.05 | 59.9 | |
| AdaFGLNumber of Clients=52026.05 | 59.26 | |
| GCFLNumber of Clients=202026.05 | 58.82 | |
| FedGTANumber of Clients=202026.05 | 57.89 | |
| AdaFGLNumber of Clients=202026.05 | 56.61 | |
| FedTADNumber of Clients=202026.05 | 56.47 | |
| FedAvgNumber of Clients=202026.05 | 56.36 | |
| FedGTANumber of Clients=102026.05 | 55.18 | |
| FedPerNumber of Clients=102026.05 | 54.97 | |
| AdaFGLNumber of Clients=102026.05 | 54.78 | |
| FedAvgNumber of Clients=102026.05 | 54.73 | |
| FedTADNumber of Clients=102026.05 | 53.39 | |
| FedPerNumber of Clients=52026.05 | 46.61 | |
| FedPerNumber of Clients=202026.05 | 44.82 | |
| FedGNNNumber of Clients=52026.05 | 43.1 | |
| FedProxNumber of Clients=52026.05 | 42.9 | |
| FedGNNNumber of Clients=102026.05 | 41.57 | |
| FedProxNumber of Clients=102026.05 | 41.15 | |
| FedGNNNumber of Clients=202026.05 | 40.7 | |
| FedProxNumber of Clients=202026.05 | 40.42 |