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

76.5AccuracyFLEX-MoE
46.142454.023761.90569.7863Dec 28, 2025

Evaluation results

MethodLinks
FLEX-MoEIndicator=Loss-driven, Client count C=20, Expert count E=8, Expert selection range kc=[2, 6]2025.1276.50.00855,410
GreedyIndicator=Acc-driven, Client count C=20, Expert count E=8, Expert selection range kc=[2, 6]2025.1268.030.1786100,093
GreedyIndicator=Loss-driven, Client count C=20, Expert count E=8, Expert selection range kc=[2, 6]2025.1267.940.01539,210
FLEX-MoEIndicator=Acc-driven, Client count C=20, Expert count E=8, Expert selection range kc=[2, 6]2025.1259.340.01646,120
RandomIndicator=None, Client count C=20, Expert count E=8, Expert selection range kc=[2, 6]2025.1247.310.043327,746