Federated Learning on Cora
1.99Time Consumption (s)AdaFGL
Evaluation Results
| Method | Links | |
|---|---|---|
| AdaFGLPartitioning=non-overlapping, Number of clients=52026.05 | 1.99 | |
| FedAvgPartitioning=non-overlapping, Number of clients=102026.05 | 2.19 | |
| FedGTAPartitioning=non-overlapping, Number of clients=102026.05 | 2.24 | |
| FedGNNPartitioning=non-overlapping, Number of clients=52026.05 | 2.28 | |
| FedICIPartitioning=non-overlapping, Number of clients=102026.05 | 2.4 | |
| AdaFGLPartitioning=non-overlapping, Number of clients=102026.05 | 2.49 | |
| FedSSAPartitioning=non-overlapping, Number of clients=52026.05 | 2.87 | |
| FedAvgPartitioning=non-overlapping, Number of clients=52026.05 | 3.04 | |
| FedGMCPartitioning=non-overlapping, Number of clients=52026.05 | 3.07 | |
| FedGTAPartitioning=non-overlapping, Number of clients=52026.05 | 3.36 | |
| FedSSAPartitioning=non-overlapping, Number of clients=102026.05 | 3.46 | |
| FedPerPartitioning=non-overlapping, Number of clients=52026.05 | 4.06 | |
| FedPerPartitioning=non-overlapping, Number of clients=102026.05 | 4.13 | |
| FedPerPartitioning=overlapping, Number of clients=102026.05 | 4.16 | |
| FedProxPartitioning=non-overlapping, Number of clients=52026.05 | 4.24 | |
| FedGTAPartitioning=overlapping, Number of clients=102026.05 | 4.3 | |
| FedGNNPartitioning=non-overlapping, Number of clients=102026.05 | 4.42 | |
| AdaFGLPartitioning=overlapping, Number of clients=102026.05 | 4.44 | |
| AdaFGLPartitioning=non-overlapping, Number of clients=202026.05 | 4.63 | |
| FedProxPartitioning=non-overlapping, Number of clients=102026.05 | 4.65 | |
| FedTADPartitioning=non-overlapping, Number of clients=52026.05 | 4.91 | |
| FedSSAPartitioning=non-overlapping, Number of clients=202026.05 | 4.94 | |
| FedGTAPartitioning=overlapping, Number of clients=302026.05 | 5 | |
| FedICIPartitioning=overlapping, Number of clients=102026.05 | 5.09 | |
| FedTADPartitioning=overlapping, Number of clients=102026.05 | 5.22 | |
| FedTADPartitioning=non-overlapping, Number of clients=102026.05 | 5.25 | |
| FedAvgPartitioning=overlapping, Number of clients=102026.05 | 5.4 | |
| FedGNNPartitioning=overlapping, Number of clients=102026.05 | 5.4 | |
| FedProxPartitioning=overlapping, Number of clients=102026.05 | 5.49 | |
| FedAvgPartitioning=non-overlapping, Number of clients=202026.05 | 5.63 | |
| FedGTAPartitioning=non-overlapping, Number of clients=202026.05 | 5.89 | |
| AdaFGLPartitioning=overlapping, Number of clients=302026.05 | 6.16 | |
| FedICIPartitioning=non-overlapping, Number of clients=52026.05 | 6.16 | |
| FedICIPartitioning=non-overlapping, Number of clients=202026.05 | 6.23 | |
| GCFLPartitioning=non-overlapping, Number of clients=52026.05 | 6.3 | |
| FedGMCPartitioning=non-overlapping, Number of clients=102026.05 | 6.32 | |
| FedSSAPartitioning=overlapping, Number of clients=102026.05 | 6.48 | |
| FedSage+Partitioning=non-overlapping, Number of clients=52026.05 | 6.88 | |
| FedICIPartitioning=overlapping, Number of clients=302026.05 | 7.1 | |
| FedGTAPartitioning=overlapping, Number of clients=502026.05 | 7.18 | |
| FedAvgPartitioning=overlapping, Number of clients=302026.05 | 7.27 | |
| AdaFGLPartitioning=overlapping, Number of clients=502026.05 | 7.83 | |
| FedPerPartitioning=non-overlapping, Number of clients=202026.05 | 8.17 | |
| FedSage+Partitioning=non-overlapping, Number of clients=102026.05 | 8.55 | |
| FedGNNPartitioning=non-overlapping, Number of clients=202026.05 | 8.76 | |
| FedProxPartitioning=non-overlapping, Number of clients=202026.05 | 8.86 | |
| FedGMCPartitioning=overlapping, Number of clients=102026.05 | 9.03 | |
| FedTADPartitioning=non-overlapping, Number of clients=202026.05 | 9.13 | |
| FedGMCPartitioning=non-overlapping, Number of clients=202026.05 | 9.25 | |
| FedSage+Partitioning=overlapping, Number of clients=102026.05 | 9.37 | |
| GCFLPartitioning=non-overlapping, Number of clients=102026.05 | 9.38 | |
| GCFLPartitioning=overlapping, Number of clients=102026.05 | 9.78 | |
| FedSSAPartitioning=overlapping, Number of clients=302026.05 | 11.17 | |
| FedICIPartitioning=overlapping, Number of clients=502026.05 | 11.18 | |
| FedAvgPartitioning=overlapping, Number of clients=502026.05 | 12.08 | |
| FedPerPartitioning=overlapping, Number of clients=302026.05 | 12.38 | |
| FedGMCPartitioning=overlapping, Number of clients=302026.05 | 12.83 | |
| FedTADPartitioning=overlapping, Number of clients=302026.05 | 12.84 | |
| FedGNNPartitioning=overlapping, Number of clients=302026.05 | 13.07 | |
| FedProxPartitioning=overlapping, Number of clients=302026.05 | 13.71 | |
| FedSSAPartitioning=overlapping, Number of clients=502026.05 | 16.47 | |
| FedSage+Partitioning=overlapping, Number of clients=302026.05 | 16.97 | |
| FedGMCPartitioning=overlapping, Number of clients=502026.05 | 17.03 | |
| FedSage+Partitioning=non-overlapping, Number of clients=202026.05 | 17.88 | |
| GCFLPartitioning=non-overlapping, Number of clients=202026.05 | 18.87 | |
| FedIIHPartitioning=non-overlapping, Number of clients=52026.05 | 19.57 | |
| FedIIHPartitioning=overlapping, Number of clients=102026.05 | 19.67 | |
| FedTADPartitioning=overlapping, Number of clients=502026.05 | 19.71 | |
| FedPerPartitioning=overlapping, Number of clients=502026.05 | 20.24 | |
| FED-PUBPartitioning=non-overlapping, Number of clients=52026.05 | 22.04 | |
| FedProxPartitioning=overlapping, Number of clients=502026.05 | 22.43 | |
| FedIIHPartitioning=non-overlapping, Number of clients=102026.05 | 22.76 | |
| FedGNNPartitioning=overlapping, Number of clients=502026.05 | 23.04 | |
| FedSage+Partitioning=overlapping, Number of clients=502026.05 | 23.35 | |
| FED-PUBPartitioning=non-overlapping, Number of clients=102026.05 | 27.34 | |
| GCFLPartitioning=overlapping, Number of clients=302026.05 | 27.93 | |
| FED-PUBPartitioning=overlapping, Number of clients=102026.05 | 33.46 | |
| GCFLPartitioning=overlapping, Number of clients=502026.05 | 46.22 | |
| FedIIHPartitioning=non-overlapping, Number of clients=202026.05 | 56.09 | |
| FED-PUBPartitioning=non-overlapping, Number of clients=202026.05 | 60.31 | |
| FedIIHPartitioning=overlapping, Number of clients=302026.05 | 65.49 | |
| FED-PUBPartitioning=overlapping, Number of clients=302026.05 | 80.54 | |
| FedIIHPartitioning=overlapping, Number of clients=502026.05 | 139.03 | |
| FED-PUBPartitioning=overlapping, Number of clients=502026.05 | 147.84 |