617 citations · 655 across the 2 of their papers we have counts for
2 papers
cs.LG2019★ 38 cited
Are Perceptually-Aligned Gradients a General Property of Robust Classifiers?
Simran Kaur, Jeremy Cohen, Zachary C. Lipton
For a standard convolutional neural network, optimizing over the input pixels to maximize the score of some target class will generally produce a grainy-looking version of the orig…
cs.LG2019★ 617 cited
Certified Adversarial Robustness via Randomized Smoothing
Jeremy M Cohen, Elan Rosenfeld, J. Zico Kolter
We show how to turn any classifier that classifies well under Gaussian noise into a new classifier that is certifiably robust to adversarial perturbations under the norm.…