Paper screens federated updates against label-flipping attacks
On 50 MNIST clients, screening rejected most malicious updates while keeping most benign ones.
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Stories tagged #label-flipping
Space Over Statistic, Retraining Over Ranking: Auditing Training Labels Under Label-Only Backdoors
Label-only backdoor audit shows feature space, not the detector score, decides whether retraining removes the attack.
Weaponizing Ground Truth: Data Poisoning Attacks by Exploiting Boundary Misalignment Between Antivirus Software and Learning-Based Detectors
Bi-Iocane poisons ML malware detectors by flipping antivirus labels with tiny byte edits.