261 citations · 359 across the 25 of their papers we have counts for
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cs.LG2021
On Distinctive Properties of Universal Perturbations
Sung Min Park, Kuo-An Wei, Kai Xiao +2
We identify properties of universal adversarial perturbations (UAPs) that distinguish them from standard adversarial perturbations. Specifically, we show that targeted UAPs generat…
cs.DS2021★ 1 cited
Robust Model Selection and Nearly-Proper Learning for GMMs
Jerry Li, Allen Liu, Ankur Moitra
In learning theory, a standard assumption is that the data is generated from a finite mixture model. But what happens when the number of components is not known in advance? The pro…