425 citations · 1.6k across the 52 of their papers we have counts for
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cs.LG2018
Are adversarial examples inevitable?
Ali Shafahi, W. Ronny Huang, Christoph Studer +2
A wide range of defenses have been proposed to harden neural networks against adversarial attacks. However, a pattern has emerged in which the majority of adversarial defenses are…
cs.LG2018
Poison Frogs! Targeted Clean-Label Poisoning Attacks on Neural Networks
Ali Shafahi, W. Ronny Huang, Mahyar Najibi +4
Data poisoning is an attack on machine learning models wherein the attacker adds examples to the training set to manipulate the behavior of the model at test time. This paper explo…