Search Results for author: Naren Manoj

Found 2 papers, 1 papers with code

Random Smoothing Might be Unable to Certify $\ell_\infty$ Robustness for High-Dimensional Images

1 code implementation10 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 $p>2$.

Adversarial Robustness

Quantifying Perceptual Distortion of Adversarial Examples

no code implementations21 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.

SSIM

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