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Image Classification on GTSRB (Non-IID 4-Class partition)

57.01AccuracyGreedy
16.34626.90337.4648.017Dec 28, 2025

Evaluation results

MethodLinks
GreedyIndicator=Acc-driven, Client count C=20, Expert count E=8, Expert selection range kc=[2, 6]2025.1257.010.098965,003
FLEX-MoEIndicator=Loss-driven, Client count C=20, Expert count E=8, Expert selection range kc=[2, 6]2025.1250.30.00813,603
GreedyIndicator=Loss-driven, Client count C=20, Expert count E=8, Expert selection range kc=[2, 6]2025.1248.940.025510,187
FLEX-MoEIndicator=Acc-driven, Client count C=20, Expert count E=8, Expert selection range kc=[2, 6]2025.1244.420.02366,353
RandomIndicator=None, Client count C=20, Expert count E=8, Expert selection range kc=[2, 6]2025.1217.910.049742,026