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Papers Benchmarks Datasets Tasks

Federated Learning Defense research benchmarks · SOTA2 Research

Federated Learning Defense

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

N-BaIoT Label-Flipping Attack Scenario 1 (test)

97.41Accuracy

18

Feb 26, 2026

N-BaIoT Scenario 1 Same Model Attack (test)

97.02Accuracy

6

Feb 26, 2026

N-BaIoT Model Scaling Attack Scenario 1 (test)

97.07Accuracy

6

Feb 26, 2026

N-BaIoT No Attack Scenario 1 (test)

98.04Accuracy

6

Feb 26, 2026

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—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

Popular datasets

N-BaIoT CIC-IDS Edge-IIoTset

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