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Obfuscated Gradients Give a False Sense of Security: Circumventing Defenses to Adversarial Examples
Obfuscated gradients are a kind of gradient masking that often lead to a false sense of security against adversarial attacks. The researchers found a way to circumvent defences that used and relied on these obfuscated gradients. They discovered three types of these gradients, and managed to design techniques to attack each of them. Using a case study to illustrate their point, the team found 7 out of 9 defences using obfuscated gradients –
Why is this important? It offers organizations using this kind of defence to shore up their current methods and look for more robust measures. A very worthy co-winner of the best paper award.
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