MIG-COW fools deepfake detectors in white-box tests
On AADD-2025, the method reports 99.96% white-box success but only 7.16% against official black-box targets.
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On AADD-2025, the method reports 99.96% white-box success but only 7.16% against official black-box targets.
GuidedRay finds targeted adversarial directions for hard-label black-box attacks using fewer queries than prior methods.
A controlled study of 60 deepfake detectors shows adversarial example transfer depends heavily on source-target compatibility, with source averaging understating vulnerability.

Security researcher Bill Swearingen's noRecognition project uses 31 million tested patterns to defeat license plate reader and surveillance camera AI detection.
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