70 citations · 149 across the 9 of their papers we have counts for
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cs.LG2021★ 4 cited
The Dimpled Manifold Model of Adversarial Examples in Machine Learning
Adi Shamir, Odelia Melamed, Oriel BenShmuel
The extreme fragility of deep neural networks, when presented with tiny perturbations in their inputs, was independently discovered by several research groups in 2013. However, des…
cs.LG2019★ 70 cited
A Simple Explanation for the Existence of Adversarial Examples with Small Hamming Distance
Adi Shamir, Itay Safran, Eyal Ronen +1
The existence of adversarial examples in which an imperceptible change in the input can fool well trained neural networks was experimentally discovered by Szegedy et al in 2013, wh…