48 citations · 72 across the 13 of their papers we have counts for
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cs.LG2020★ 7 cited
For self-supervised learning, Rationality implies generalization, provably
Yamini Bansal, Gal Kaplun, Boaz Barak
We prove a new upper bound on the generalization gap of classifiers that are obtained by first using self-supervision to learn a representation of the training data, and then f…
cs.LG2020★ 1 cited
Robustness from Simple Classifiers
Sharon Qian, Dimitris Kalimeris, Gal Kaplun +1
Despite the vast success of Deep Neural Networks in numerous application domains, it has been shown that such models are not robust i.e., they are vulnerable to small adversarial p…