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20162019
most citedObfuscated Gradients Give a False Sense of Security: Circumventing Defenses to Adversarial Examples

1.1k citations · 1.8k across the 5 of their papers we have counts for

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Showing 2017Show all

2 papers · 1 filter

cs.LG2017★ 140 cited

MagNet and "Efficient Defenses Against Adversarial Attacks" are Not Robust to Adversarial Examples

Nicholas Carlini, David Wagner

MagNet and "Efficient Defenses..." were recently proposed as a defense to adversarial examples. We find that we can construct adversarial examples that defeat these defenses with o…

cs.LG2017★ 323 cited

Adversarial Examples Are Not Easily Detected: Bypassing Ten Detection Methods

Nicholas Carlini, David Wagner

Neural networks are known to be vulnerable to adversarial examples: inputs that are close to natural inputs but classified incorrectly. In order to better understand the space of a…