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ResearchFormerly WizWand

Image Classification on CIFAR-100 60% symmetric label noise

63.05AccuracyFedAvg
15.41827.78440.1552.516Apr 22, 2026
Updated 6mo ago

Evaluation results

MethodLinks
FedAvgalpha=2, # Clean Clients=102026.0463.05
FedAvgalpha=0.5, # Clean Clients=102026.0461.91
FedAvgalpha=0.3, # Clean Clients=102026.0460.67
FedSIRalpha=0.5, # Clean Clients=62026.0459.3
FedSIRalpha=0.3, # Clean Clients=72026.0459.18
FedSIRalpha=2, # Clean Clients=52026.0458.81
FedNoRoalpha=2, # Clean Clients=52026.0458.72
FedELCalpha=0.3, # Clean Clients=72026.0458.14
FedNoRoalpha=0.5, # Clean Clients=62026.0457.95
FedELCalpha=0.5, # Clean Clients=62026.0457.91
FedELCalpha=2, # Clean Clients=52026.0457.49
FedNedalpha=2, # Clean Clients=52026.0457.03
Pruningalpha=2, # Clean Clients=52026.0456.87
Pruningalpha=0.3, # Clean Clients=72026.0456.74
Pruningalpha=0.5, # Clean Clients=62026.0456.57
FedNoRoalpha=0.3, # Clean Clients=72026.0456.46
FedNedalpha=0.3, # Clean Clients=72026.0456.23
FedAvgalpha=2, # Clean Clients=52026.0455.9
FedProxalpha=0.3, # Clean Clients=72026.0455.8
FedProxalpha=2, # Clean Clients=52026.0455.61
FedAvgalpha=0.3, # Clean Clients=72026.0455.6
FedNedalpha=0.5, # Clean Clients=62026.0455.55
FedProxalpha=0.5, # Clean Clients=62026.0455.33
FedAvgalpha=0.5, # Clean Clients=62026.0454.95
RoFLalpha=2, # Clean Clients=52026.0452.65
FedCorralpha=2, # Clean Clients=52026.0451.56
FedCorralpha=0.5, # Clean Clients=62026.0450.34
FedCorralpha=0.3, # Clean Clients=72026.0448.71
FedLSRalpha=2, # Clean Clients=52026.0446.68
FedLSRalpha=0.3, # Clean Clients=72026.0446.14
RoFLalpha=0.5, # Clean Clients=62026.0446.12
FedLSRalpha=0.5, # Clean Clients=62026.0445.53
RoFLalpha=0.3, # Clean Clients=72026.0442.82
RHFLalpha=2, # Clean Clients=52026.0423.74
RHFLalpha=0.5, # Clean Clients=62026.0419.23
RHFLalpha=0.3, # Clean Clients=72026.0417.25