ResearchBenchmarksRobust Federated Learning on Federated IoT Dataset 10% corruption (test)Follow94.9AccuracyDP-EMAR81.985.27588.6592.025Dec 15, 2025Evaluation ResultsMethodMethodLinksAccuracyConvergence VarianceRetransmission RatioDP-EMARPrivacy=ε = 5Privacy=ε = 52025.1294.90.790.73HE-FLPrivacy=EncryptedPrivacy=Encrypted2025.1291.30.850.93Trimmed-MeanPrivacy=NonePrivacy=None2025.1290.70.80.9KrumPrivacy=NonePrivacy=None2025.1289.50.780.95DP-FedAvgPrivacy=ε = 5Privacy=ε = 52025.1286.20.921FedAvgPrivacy=NonePrivacy=None2025.1282.411