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Byzantine-robust Federated Learning research benchmarks · SOTA2 Research

Byzantine-robust Federated Learning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

FoundationFL+Median

4.4Test Error Rate

80

May 1, 2026

25.7Error Rate

80

May 1, 2026

FEMNIST and CelebA (averaged) (test)

18.8TER

60

May 4, 2026

1Error Rate (No Attack)

10

May 1, 2026

CIFAR-10 (test)

51.143Adaptive Steer

9

Feb 26, 2026

Federated Learning Certified Framework

Spectral Sentinel

38Max Byzantine

3

Feb 26, 2026

Popular datasets

CIFAR MNIST HAR Federated Learning FEMNIST and CelebA

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