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ResearchFormerly WizWand

Federated Learning on Cora

1.99Time Consumption (s)AdaFGL
-3.84435.535574.915114.2945May 7, 2026
Updated 5mo ago

Evaluation results

MethodLinks
AdaFGLPartitioning=non-overlapping, Number of clients=52026.051.99
FedAvgPartitioning=non-overlapping, Number of clients=102026.052.19
FedGTAPartitioning=non-overlapping, Number of clients=102026.052.24
FedGNNPartitioning=non-overlapping, Number of clients=52026.052.28
FedICIPartitioning=non-overlapping, Number of clients=102026.052.4
AdaFGLPartitioning=non-overlapping, Number of clients=102026.052.49
FedSSAPartitioning=non-overlapping, Number of clients=52026.052.87
FedAvgPartitioning=non-overlapping, Number of clients=52026.053.04
FedGMCPartitioning=non-overlapping, Number of clients=52026.053.07
FedGTAPartitioning=non-overlapping, Number of clients=52026.053.36
FedSSAPartitioning=non-overlapping, Number of clients=102026.053.46
FedPerPartitioning=non-overlapping, Number of clients=52026.054.06
FedPerPartitioning=non-overlapping, Number of clients=102026.054.13
FedPerPartitioning=overlapping, Number of clients=102026.054.16
FedProxPartitioning=non-overlapping, Number of clients=52026.054.24
FedGTAPartitioning=overlapping, Number of clients=102026.054.3
FedGNNPartitioning=non-overlapping, Number of clients=102026.054.42
AdaFGLPartitioning=overlapping, Number of clients=102026.054.44
AdaFGLPartitioning=non-overlapping, Number of clients=202026.054.63
FedProxPartitioning=non-overlapping, Number of clients=102026.054.65
FedTADPartitioning=non-overlapping, Number of clients=52026.054.91
FedSSAPartitioning=non-overlapping, Number of clients=202026.054.94
FedGTAPartitioning=overlapping, Number of clients=302026.055
FedICIPartitioning=overlapping, Number of clients=102026.055.09
FedTADPartitioning=overlapping, Number of clients=102026.055.22
FedTADPartitioning=non-overlapping, Number of clients=102026.055.25
FedAvgPartitioning=overlapping, Number of clients=102026.055.4
FedGNNPartitioning=overlapping, Number of clients=102026.055.4
FedProxPartitioning=overlapping, Number of clients=102026.055.49
FedAvgPartitioning=non-overlapping, Number of clients=202026.055.63
FedGTAPartitioning=non-overlapping, Number of clients=202026.055.89
AdaFGLPartitioning=overlapping, Number of clients=302026.056.16
FedICIPartitioning=non-overlapping, Number of clients=52026.056.16
FedICIPartitioning=non-overlapping, Number of clients=202026.056.23
GCFLPartitioning=non-overlapping, Number of clients=52026.056.3
FedGMCPartitioning=non-overlapping, Number of clients=102026.056.32
FedSSAPartitioning=overlapping, Number of clients=102026.056.48
FedSage+Partitioning=non-overlapping, Number of clients=52026.056.88
FedICIPartitioning=overlapping, Number of clients=302026.057.1
FedGTAPartitioning=overlapping, Number of clients=502026.057.18
FedAvgPartitioning=overlapping, Number of clients=302026.057.27
AdaFGLPartitioning=overlapping, Number of clients=502026.057.83
FedPerPartitioning=non-overlapping, Number of clients=202026.058.17
FedSage+Partitioning=non-overlapping, Number of clients=102026.058.55
FedGNNPartitioning=non-overlapping, Number of clients=202026.058.76
FedProxPartitioning=non-overlapping, Number of clients=202026.058.86
FedGMCPartitioning=overlapping, Number of clients=102026.059.03
FedTADPartitioning=non-overlapping, Number of clients=202026.059.13
FedGMCPartitioning=non-overlapping, Number of clients=202026.059.25
FedSage+Partitioning=overlapping, Number of clients=102026.059.37
GCFLPartitioning=non-overlapping, Number of clients=102026.059.38
GCFLPartitioning=overlapping, Number of clients=102026.059.78
FedSSAPartitioning=overlapping, Number of clients=302026.0511.17
FedICIPartitioning=overlapping, Number of clients=502026.0511.18
FedAvgPartitioning=overlapping, Number of clients=502026.0512.08
FedPerPartitioning=overlapping, Number of clients=302026.0512.38
FedGMCPartitioning=overlapping, Number of clients=302026.0512.83
FedTADPartitioning=overlapping, Number of clients=302026.0512.84
FedGNNPartitioning=overlapping, Number of clients=302026.0513.07
FedProxPartitioning=overlapping, Number of clients=302026.0513.71
FedSSAPartitioning=overlapping, Number of clients=502026.0516.47
FedSage+Partitioning=overlapping, Number of clients=302026.0516.97
FedGMCPartitioning=overlapping, Number of clients=502026.0517.03
FedSage+Partitioning=non-overlapping, Number of clients=202026.0517.88
GCFLPartitioning=non-overlapping, Number of clients=202026.0518.87
FedIIHPartitioning=non-overlapping, Number of clients=52026.0519.57
FedIIHPartitioning=overlapping, Number of clients=102026.0519.67
FedTADPartitioning=overlapping, Number of clients=502026.0519.71
FedPerPartitioning=overlapping, Number of clients=502026.0520.24
FED-PUBPartitioning=non-overlapping, Number of clients=52026.0522.04
FedProxPartitioning=overlapping, Number of clients=502026.0522.43
FedIIHPartitioning=non-overlapping, Number of clients=102026.0522.76
FedGNNPartitioning=overlapping, Number of clients=502026.0523.04
FedSage+Partitioning=overlapping, Number of clients=502026.0523.35
FED-PUBPartitioning=non-overlapping, Number of clients=102026.0527.34
GCFLPartitioning=overlapping, Number of clients=302026.0527.93
FED-PUBPartitioning=overlapping, Number of clients=102026.0533.46
GCFLPartitioning=overlapping, Number of clients=502026.0546.22
FedIIHPartitioning=non-overlapping, Number of clients=202026.0556.09
FED-PUBPartitioning=non-overlapping, Number of clients=202026.0560.31
FedIIHPartitioning=overlapping, Number of clients=302026.0565.49
FED-PUBPartitioning=overlapping, Number of clients=302026.0580.54
FedIIHPartitioning=overlapping, Number of clients=502026.05139.03
FED-PUBPartitioning=overlapping, Number of clients=502026.05147.84