A unified voice authentication defense combining frequency-based backdoor trigger detection with a CNN reported to reduce attack success to 4-15% and detect data poisoning with about 95% recall.
A survey on data poisoning attacks and defenses,
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Mitigating Backdoor Triggered and Targeted Data Poisoning Attacks in Voice Authentication Systems
A unified voice authentication defense combining frequency-based backdoor trigger detection with a CNN reported to reduce attack success to 4-15% and detect data poisoning with about 95% recall.