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ResearchFormerly WizWand

Image Classification on EMNIST-L (test)

94.81Top-1 AccADABEST
92.324492.969793.61594.2603Apr 27, 2022
Updated 8mo ago

Evaluation results

MethodLinks
ADABESTClient Participation Rate (CP*)=1%, Heterogeneity (α)=IID2022.0494.81
ADABESTClient Participation Rate (CP*)=1%, Heterogeneity (α)=0.32022.0494.72
ADABESTClient Participation Rate (CP*)=10%, Heterogeneity (α)=IID2022.0494.7
ADABESTClient Participation Rate (CP*)=100%, Heterogeneity (α)=IID2022.0494.69
ADABESTClient Participation Rate (CP*)=10%, Heterogeneity (α)=0.32022.0494.64
SCAFFOLDClient Participation Rate (CP*)=100%, Heterogeneity (α)=IID2022.0494.63
ADABESTClient Participation Rate (CP*)=10%, Heterogeneity (α)=0.032022.0494.62
SCAFFOLDClient Participation Rate (CP*)=10%, Heterogeneity (α)=IID2022.0494.62
SCAFFOLDClient Participation Rate (CP*)=10%, Heterogeneity (α)=0.32022.0494.54
SCAFFOLDClient Participation Rate (CP*)=100%, Heterogeneity (α)=0.32022.0494.53
ADABESTClient Participation Rate (CP*)=1%, Heterogeneity (α)=0.032022.0494.49
SCAFFOLDClient Participation Rate (CP*)=1%, Heterogeneity (α)=IID2022.0494.48
FEDAVGClient Participation Rate (CP*)=1%, Heterogeneity (α)=0.32022.0494.47
ADABESTClient Participation Rate (CP*)=100%, Heterogeneity (α)=0.32022.0494.4
SCAFFOLDClient Participation Rate (CP*)=100%, Heterogeneity (α)=0.032022.0494.38
FEDDYNClient Participation Rate (CP*)=100%, Heterogeneity (α)=IID2022.0494.37
SCAFFOLDClient Participation Rate (CP*)=1%, Heterogeneity (α)=0.32022.0494.34
FEDAVGClient Participation Rate (CP*)=10%, Heterogeneity (α)=IID2022.0494.32
SCAFFOLDClient Participation Rate (CP*)=10%, Heterogeneity (α)=0.032022.0494.29
FEDAVGClient Participation Rate (CP*)=1%, Heterogeneity (α)=0.032022.0494.28
FEDDYNClient Participation Rate (CP*)=100%, Heterogeneity (α)=0.32022.0494.23
FEDDYNClient Participation Rate (CP*)=100%, Heterogeneity (α)=0.032022.0494.18
ADABESTClient Participation Rate (CP*)=100%, Heterogeneity (α)=0.032022.0494.06
FEDAVGClient Participation Rate (CP*)=100%, Heterogeneity (α)=IID2022.0494.06
FEDAVGClient Participation Rate (CP*)=1%, Heterogeneity (α)=IID2022.0494.04
FEDAVGClient Participation Rate (CP*)=10%, Heterogeneity (α)=0.32022.0494.04
SCAFFOLDClient Participation Rate (CP*)=1%, Heterogeneity (α)=0.032022.0493.99
FEDAVGClient Participation Rate (CP*)=100%, Heterogeneity (α)=0.32022.0493.99
FEDDYNClient Participation Rate (CP*)=10%, Heterogeneity (α)=IID2022.0493.6
FEDAVGClient Participation Rate (CP*)=10%, Heterogeneity (α)=0.032022.0493.58
FEDDYNClient Participation Rate (CP*)=10%, Heterogeneity (α)=0.032022.0493.57
FEDDYNClient Participation Rate (CP*)=10%, Heterogeneity (α)=0.32022.0493.54
FEDAVGClient Participation Rate (CP*)=100%, Heterogeneity (α)=0.032022.0493.36
FEDDYNClient Participation Rate (CP*)=1%, Heterogeneity (α)=IID2022.0492.89
FEDDYNClient Participation Rate (CP*)=1%, Heterogeneity (α)=0.32022.0492.64
FEDDYNClient Participation Rate (CP*)=1%, Heterogeneity (α)=0.032022.0492.42