Scaling up the Randomized Gradient-Free Adversarial Attack Reveals Overestimation of Robustness Using Established Attacks

Author:

Croce Francesco,Rauber Jonas,Hein Matthias

Publisher

Springer Science and Business Media LLC

Subject

Artificial Intelligence,Computer Vision and Pattern Recognition,Software

Reference38 articles.

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2. Athalye, A., Carlini, N., & Wagner, D. A. (2018). Obfuscated gradients give a false sense of security: Circumventing defenses to adversarial examples. In ICML.

3. Beck, A., & Teboulle, M. (2009). A fast iterative shrinkage-thresholding algorithm for linear inverse problems. SIAM Journal on Imaging Sciences, 2, 183–202.

4. Brendel, W., Rauber, J., & Bethge, M. (2018). Decision-based adversarial attacks: Reliable attacks against black-box machine learning models. In ICLR.

5. Carlini, N., & Wagner, D. (2017a). Adversarial examples are not easily detected: Bypassing ten detection methods. In ACM workshop on artificial intelligence and security.

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