118 citations · 610 across the 55 of their papers we have counts for
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cs.LG2018★ 14 cited
A Spectral View of Adversarially Robust Features
Shivam Garg, Vatsal Sharan, Brian Hu Zhang +1
Given the apparent difficulty of learning models that are robust to adversarial perturbations, we propose tackling the simpler problem of developing adversarially robust features.…
cs.LG2018★ 4 cited
Estimating Learnability in the Sublinear Data Regime
Weihao Kong, Gregory Valiant
We consider the problem of estimating how well a model class is capable of fitting a distribution of labeled data. We show that it is often possible to accurately estimate this "le…