A modality-aware two-stage trust scoring and inspection scheme defends OTA-FL against bounded-scaling, Euclidean-constrained, Cosine-constrained, and Neurotoxin backdoor attacks while preserving main-task accuracy.
BEV-SGD: Best effort voting SGD against byzantine attacks for analog-aggregation-based federated learning over the air.IEEE Internet of Things Journal, 9(19):18946–18959, 2022
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Detecting and Mitigating Backdoor Attacks in OTA-FL Systems: A Two-Stage Robust Aggregation Scheme
A modality-aware two-stage trust scoring and inspection scheme defends OTA-FL against bounded-scaling, Euclidean-constrained, Cosine-constrained, and Neurotoxin backdoor attacks while preserving main-task accuracy.