152 citations · 177 across the 6 of their papers we have counts for
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cs.CR2021★ 8 cited
Using Undervolting as an On-Device Defense Against Adversarial Machine Learning Attacks
Saikat Majumdar, Mohammad Hossein Samavatian, Kristin Barber +1
Deep neural network (DNN) classifiers are powerful tools that drive a broad spectrum of important applications, from image recognition to autonomous vehicles. Unfortunately, DNNs a…
cs.CR2021★ 1 cited
HASI: Hardware-Accelerated Stochastic Inference, A Defense Against Adversarial Machine Learning Attacks
Mohammad Hossein Samavatian, Saikat Majumdar, Kristin Barber +1
Deep Neural Networks (DNNs) are employed in an increasing number of applications, some of which are safety critical. Unfortunately, DNNs are known to be vulnerable to so-called adv…