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cs.CR2024
A Semi Black-Box Adversarial Bit-Flip Attack with Limited DNN Model Information
Behnam Ghavami, Mani Sadati, Mohammad Shahidzadeh +2
Despite the rising prevalence of deep neural networks (DNNs) in cyber-physical systems, their vulnerability to adversarial bit-flip attacks (BFAs) is a noteworthy concern. This pap…
cs.CR2022
BDFA: A Blind Data Adversarial Bit-flip Attack on Deep Neural Networks
Behnam Ghavami, Mani Sadati, Mohammad Shahidzadeh +2
Adversarial bit-flip attack (BFA) on Neural Network weights can result in catastrophic accuracy degradation by flipping a very small number of bits. A major drawback of prior bit f…