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ResearchFormerly WizWand

Image Classification on CIFAR-100 (Accuracy, Generation Budget)

59.12AccuracyFull-Balance (DDPM)
37.0242.757548.49554.2325Jul 7, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Full-Balance (DDPM)K=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0759.12612,492
Full-Balance (DDPM)K=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0757.47826,762
FedEASK=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean, beta=122026.0752.0474,005
Missing-only (DDPM)K=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0751.71—
Missing-only (DDPM)K=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0751.69—
FedEASK=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean, beta=122026.0751.1329,639
Uniform (DDPM)K=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0745.97—
SCAFFOLDK=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0745.92—
Uniform (DDPM)K=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0743.72—
SCAFFOLDK=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0743.48—
FedAvgK=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0742.83—
FedProxK=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0742.46—
MOONK=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0741.79—
FedAvgK=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0741.11—
FedProxK=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0741.04—
FedMixK=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0740.95—
FedMixK=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0740.28—
MOONK=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0738.83—
FedGenK=100, Participation percentage=10%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0738.38—
FedGenK=20, Participation percentage=50%, alpha=0.1, Evaluation protocol=last-20-round mean2026.0737.87—