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ResearchFormerly WizWand

Federated Image Classification on Federated EMNIST (test)

78.4AccuracySpectral Sentinel
47.255.363.471.5Dec 14, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Spectral SentinelByzantine Ratio=40%, Number of Attacks=122025.1278.4
FLTrustByzantine Ratio=40%, Number of Attacks=122025.1263.4
FLAMEByzantine Ratio=40%, Number of Attacks=122025.1263.4
CRFLByzantine Ratio=40%, Number of Attacks=122025.1263.4
ByzShieldByzantine Ratio=40%, Number of Attacks=122025.1263.4
Geometric MedianByzantine Ratio=40%, Number of Attacks=122025.1260.1
Bulyan++Byzantine Ratio=40%, Number of Attacks=122025.1258.4
Trimmed MeanByzantine Ratio=40%, Number of Attacks=122025.1258.4
KrumByzantine Ratio=40%, Number of Attacks=122025.1258.4
SignGuardByzantine Ratio=40%, Number of Attacks=122025.1258.4
FedAvgByzantine Ratio=40%, Number of Attacks=122025.1248.4
MedianByzantine Ratio=40%, Number of Attacks=122025.1248.4