FedPoisonMIA uses angularly-masked poisoned gradients to infer membership in federated learning, and the ATM defense reduces its accuracy by trimming directionally-outlying client updates.
Analyzing federated learning through an adversarial lens
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Find a Scapegoat: Poisoning Membership Inference Attack and Defense to Federated Learning
FedPoisonMIA uses angularly-masked poisoned gradients to infer membership in federated learning, and the ATM defense reduces its accuracy by trimming directionally-outlying client updates.