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Image Classification on CIFAR10 Non-IID (Dirichlet alpha = 0.8)

0.6881AccuracyFLEX-MoE
0.5621560.5948530.627550.660247Dec 28, 2025

Evaluation results

MethodLinks
FLEX-MoEIndicator=Loss-driven, Client count C=20, Expert count E=8, Expert selection range kc=[2, 6]2025.120.68810.00314,085
FLEX-MoEIndicator=Acc-driven, Client count C=20, Expert count E=8, Expert selection range kc=[2, 6]2025.120.64520.00314,564
GreedyIndicator=Acc-driven, Client count C=20, Expert count E=8, Expert selection range kc=[2, 6]2025.120.62260.20921,178,539
GreedyIndicator=Loss-driven, Client count C=20, Expert count E=8, Expert selection range kc=[2, 6]2025.120.61140.29511,794,908
RandomIndicator=None, Client count C=20, Expert count E=8, Expert selection range kc=[2, 6]2025.120.5670.0283202,365