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ResearchFormerly WizWand

Image Classification on CIFAR-10 non-IID (α=0.1) (test)

86.43AccuracyDeepAFL
25.298841.169457.0472.9106Feb 11, 2026Feb 13, 2026Feb 16, 2026Feb 19, 2026Feb 22, 2026Feb 25, 2026Feb 28, 2026
Updated 8mo ago

Evaluation results

MethodLinks
DeepAFLT=202026.0286.43
DeepAFLT=102026.0285.93
DeepAFLT=52026.0285.2
AFLyear=20252026.0280.75
FedDynyear=20212026.0264.77
FedNTDyear=20222026.0264.64
FedGenyear=20212026.0264.14
FedProxyear=20202026.0264.07
FedAvgyear=20172026.0264.02
MOONyear=2021a2026.0263.84
FedDiscoyear=2023b2026.0263.83
RI-FedAvgArchitecture=Architecture 1, Communication Rounds=502026.0263.5
RI-FedAvgArchitecture=Architecture 2, Communication Rounds=502026.0260
FedDynArchitecture=Architecture 1, Communication Rounds=502026.0258.54
SCAFFOLDArchitecture=Architecture 1, Communication Rounds=502026.0258.53
SCAFFOLDArchitecture=Architecture 2, Communication Rounds=502026.0255.51
FedDynArchitecture=Architecture 2, Communication Rounds=502026.0254.22
FedProxArchitecture=Architecture 1, Communication Rounds=502026.0252.36
FedProxArchitecture=Architecture 2, Communication Rounds=502026.0249.53
FedAvgArchitecture=Architecture 1, Communication Rounds=502026.0247
FedAvgArchitecture=Architecture 2, Communication Rounds=502026.0244.36
DP-FedAvgArchitecture=Architecture 1, Communication Rounds=502026.0230.09
DP-FedAvgArchitecture=Architecture 2, Communication Rounds=502026.0227.65