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Malicious Client Detection research benchmarks · SOTA2 Research

Malicious Client Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

6Avg Malicious Clients Detected

24

Mar 20, 2026

100Precision

16

Mar 4, 2026

100Precision

16

Mar 4, 2026

100Precision

16

Mar 4, 2026

CIFAR-100 alpha=0.5 (non-IID)

100CBA TPR

8

May 13, 2026

CIFAR-10 alpha=0.5 (non-IID)

100CBA TPR

8

May 13, 2026

Fashion-MNIST alpha=0.5 (non-IID)

100CBA TPR

8

May 13, 2026

MNIST alpha=0.5 (non-IID)

100CBA True Positive Rate (TPR)

8

May 13, 2026

CIFAR-100 r=0.2 (test)

100Precision

8

Mar 4, 2026

CIFAR-10 r=0.2 (test)

100Precision

8

Mar 4, 2026

Fashion-MNIST r=0.2 (test)

100Precision

8

Mar 4, 2026

MNIST r=0.2 (test)

100Precision

8

Mar 4, 2026

79.37Accuracy

4

Feb 26, 2026

CIFAR-10 Non-IID 0.8

60.18Accuracy

4

Feb 26, 2026

CIFAR-10 Non-IID 0.5

61.45Accuracy

4

Feb 26, 2026

63.9Accuracy

4

Feb 26, 2026

Popular datasets

CIFAR MNIST Fashion MNIST CIFAR-10 CIFAR-100

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