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ResearchFormerly WizWand

Node Classification on Tolokers (non-overlapping subgraph partitioning)

76.49AUC (%)FedGMC
38.977248.716158.45568.1939May 7, 2026
Updated 5mo ago

Evaluation results

MethodLinks
FedGMCNumber of Clients=52026.0576.49
FedSSANumber of Clients=52026.0575.82
FedSage+Number of Clients=52026.0575.06
FedICINumber of Clients=52026.0574.05
FedGMCNumber of Clients=102026.0574.03
FedSSANumber of Clients=102026.0573.96
FedICINumber of Clients=102026.0573.74
FED-PUBNumber of Clients=102026.0572.46
FedGMCNumber of Clients=202026.0572.33
FedSSANumber of Clients=202026.0572.29
FedIIHNumber of Clients=102026.0571.32
FedSage+Number of Clients=102026.0571.31
FedIIHNumber of Clients=52026.0571.09
FED-PUBNumber of Clients=52026.0570.88
FedICINumber of Clients=202026.0570.79
FedIIHNumber of Clients=202026.0570.3
LocalNumber of Clients=102026.0570.04
FedSage+Number of Clients=202026.0569.73
LocalNumber of Clients=52026.0567.81
FED-PUBNumber of Clients=202026.0565.26
GCFLNumber of Clients=52026.0564.39
LocalNumber of Clients=202026.0562.34
FedTADNumber of Clients=52026.0560.91
FedGTANumber of Clients=52026.0560.83
FedAvgNumber of Clients=52026.0560.74
GCFLNumber of Clients=102026.0559.9
AdaFGLNumber of Clients=52026.0559.26
GCFLNumber of Clients=202026.0558.82
FedGTANumber of Clients=202026.0557.89
AdaFGLNumber of Clients=202026.0556.61
FedTADNumber of Clients=202026.0556.47
FedAvgNumber of Clients=202026.0556.36
FedGTANumber of Clients=102026.0555.18
FedPerNumber of Clients=102026.0554.97
AdaFGLNumber of Clients=102026.0554.78
FedAvgNumber of Clients=102026.0554.73
FedTADNumber of Clients=102026.0553.39
FedPerNumber of Clients=52026.0546.61
FedPerNumber of Clients=202026.0544.82
FedGNNNumber of Clients=52026.0543.1
FedProxNumber of Clients=52026.0542.9
FedGNNNumber of Clients=102026.0541.57
FedProxNumber of Clients=102026.0541.15
FedGNNNumber of Clients=202026.0540.7
FedProxNumber of Clients=202026.0540.42