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Zachary J Golan-Strieb

1 accepted papers

2022

Demystifying the Adversarial Robustness of Random Transformation Defenses

ICML 2022spotlight

Neural networks’ lack of robustness against attacks raises concerns in security-sensitive settings such as autonomous vehicles. While many countermeasures may look promising, only a few withstand rigorous evaluation. Defenses using random transformations (RT) have shown impressive results, particula…