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most citedObfuscated Gradients Give a False Sense of Security: Circumventing Defenses to Adversarial Examples

1.1k citations · 1.9k across the 11 of their papers we have counts for

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cs.LG2018★ 1.1k cited

Obfuscated Gradients Give a False Sense of Security: Circumventing Defenses to Adversarial Examples

Anish Athalye, Nicholas Carlini, David Wagner

We identify obfuscated gradients, a kind of gradient masking, as a phenomenon that leads to a false sense of security in defenses against adversarial examples. While defenses that…

cs.LG2018

Audio Adversarial Examples: Targeted Attacks on Speech-to-Text

Nicholas Carlini, David Wagner

We construct targeted audio adversarial examples on automatic speech recognition. Given any audio waveform, we can produce another that is over 99.9% similar, but transcribes as an…