1 code implementation • 10 Feb 2020 • Avrim Blum, Travis Dick, Naren Manoj, Hongyang Zhang
We show a hardness result for random smoothing to achieve certified adversarial robustness against attacks in the $\ell_p$ ball of radius $\epsilon$ when $p>2$.
no code implementations • 21 Feb 2019 • Matt Jordan, Naren Manoj, Surbhi Goel, Alexandros G. Dimakis
To demonstrate the value of quantifying the perceptual distortion of adversarial examples, we present and employ a unifying framework fusing different attack styles.