Aug 30, 2018 The Elephant in the Room
Authors: Amir Rosenfeld, Richard Zemel, John K. Tsotsos
Summary: State-of-the-art object detectors suffer from common failures. Slight changes in an object's position can affect its assigned class and the assigned classes of other objects.
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Aug 20, 2018 Obfuscated gradients give a false sense of security: circumventing defenses to adversarial examples
Authors: Anish Athalye, Nicholas Carlini, David Wagner
Summary: Many defenses against adversarial examples which rely on a technique called obfuscated gradients can be circumvented by three different attack techniques. The authors argue that future work should not rely on this technique anymore.
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