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ResearchFormerly WizWand

Image Classification on CIFAR-10 (Accuracy and Generation Budget)

79.91AccuracyFull-Balance (DDPM)
28.1741.602555.03568.4675Jul 7, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Full-Balance (DDPM)K=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0779.91226,783
Full-Balance (DDPM)K=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0779.33246,394
SCAFFOLDK=20, Participation percentage=50%, alpha=0.3, Evaluation protocol=last-20-round mean2026.0775.28—
Missing-only (DDPM)K=20, Participation percentage=50%, alpha=0.3, Evaluation protocol=last-20-round mean2026.0773.5—
FedEASK=20, Participation percentage=50%, alpha=0.3, Evaluation protocol=last-20-round mean, beta=122026.0773.085,675
FedEASK=100, Participation percentage=10%, alpha=0.3, Evaluation protocol=last-20-round mean, beta=122026.0772.8315,666
FedEASK=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean, beta=122026.0772.5533,650
Missing-only (DDPM)K=100, Participation percentage=10%, alpha=0.3, Evaluation protocol=last-20-round mean2026.0771.87—
FedEASK=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean, beta=122026.0771.6513,437
Uniform (DDPM)K=20, Participation percentage=50%, alpha=0.3, Evaluation protocol=last-20-round mean2026.0771.27—
FedEASK=100, Participation percentage=10%, alpha=0.05, Evaluation protocol=last-20-round mean, beta=122026.0770.4136,697
Missing-only (DDPM)K=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0770.18—
Missing-only (DDPM)K=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0770.16—
MOONK=20, Participation percentage=50%, alpha=0.3, Evaluation protocol=last-20-round mean2026.0769.24—
FedEASK=20, Participation percentage=50%, alpha=0.05, Evaluation protocol=last-20-round mean, beta=122026.0768.2518,080
FedGenK=20, Participation percentage=50%, alpha=0.3, Evaluation protocol=last-20-round mean2026.0767.84—
FedMixK=20, Participation percentage=50%, alpha=0.3, Evaluation protocol=last-20-round mean2026.0767.59—
Uniform (DDPM)K=100, Participation percentage=10%, alpha=0.3, Evaluation protocol=last-20-round mean2026.0767.56—
FedProxK=20, Participation percentage=50%, alpha=0.3, Evaluation protocol=last-20-round mean2026.0767.53—
FedAvgK=20, Participation percentage=50%, alpha=0.3, Evaluation protocol=last-20-round mean2026.0767.47—
SCAFFOLDK=100, Participation percentage=10%, alpha=0.3, Evaluation protocol=last-20-round mean2026.0767.32—
Missing-only (DDPM)K=20, Participation percentage=50%, alpha=0.05, Evaluation protocol=last-20-round mean2026.0766.58—
Missing-only (DDPM)K=100, Participation percentage=10%, alpha=0.05, Evaluation protocol=last-20-round mean2026.0765.37—
FedAvgK=100, Participation percentage=10%, alpha=0.3, Evaluation protocol=last-20-round mean2026.0765.11—
FedGenK=100, Participation percentage=10%, alpha=0.3, Evaluation protocol=last-20-round mean2026.0765—
FedProxK=100, Participation percentage=10%, alpha=0.3, Evaluation protocol=last-20-round mean2026.0764.65—
Uniform (DDPM)K=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0764.43—
SCAFFOLDK=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0760.16—
MOONK=100, Participation percentage=10%, alpha=0.3, Evaluation protocol=last-20-round mean2026.0760.09—
Uniform (DDPM)K=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0758.81—
MOONK=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0758.05—
FedProxK=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0756.4—
FedAvgK=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0755.52—
Uniform (DDPM)K=20, Participation percentage=50%, alpha=0.05, Evaluation protocol=last-20-round mean2026.0754.97—
FedMixK=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0752.42—
FedGenK=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0752.07—
Uniform (DDPM)K=100, Participation percentage=10%, alpha=0.05, Evaluation protocol=last-20-round mean2026.0751.59—
SCAFFOLDK=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0751.04—
FedProxK=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0750.63—
FedAvgK=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0750.18—
FedMixK=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0750.16—
FedMixK=100, Participation percentage=10%, alpha=0.3, Evaluation protocol=last-20-round mean2026.0748—
FedGenK=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0747.49—
FedProxK=100, Participation percentage=10%, alpha=0.05, Evaluation protocol=last-20-round mean2026.0743.44—
FedAvgK=100, Participation percentage=10%, alpha=0.05, Evaluation protocol=last-20-round mean2026.0743.41—
MOONK=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0743.08—
FedAvgK=20, Participation percentage=50%, alpha=0.05, Evaluation protocol=last-20-round mean2026.0739.16—
FedProxK=20, Participation percentage=50%, alpha=0.05, Evaluation protocol=last-20-round mean2026.0739.16—
FedGenK=100, Participation percentage=10%, alpha=0.05, Evaluation protocol=last-20-round mean2026.0739.06—
SCAFFOLDK=20, Participation percentage=50%, alpha=0.05, Evaluation protocol=last-20-round mean2026.0738.39—
MOONK=20, Participation percentage=50%, alpha=0.05, Evaluation protocol=last-20-round mean2026.0737.08—
MOONK=100, Participation percentage=10%, alpha=0.05, Evaluation protocol=last-20-round mean2026.0736.75—
FedMixK=100, Participation percentage=10%, alpha=0.05, Evaluation protocol=last-20-round mean2026.0736.05—
FedMixK=20, Participation percentage=50%, alpha=0.05, Evaluation protocol=last-20-round mean2026.0735.81—
FedGenK=20, Participation percentage=50%, alpha=0.05, Evaluation protocol=last-20-round mean2026.0732.53—
SCAFFOLDK=100, Participation percentage=10%, alpha=0.05, Evaluation protocol=last-20-round mean2026.0730.16—