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Adversarial attacks on Neural Network weights, such as the progressive bit-flip attack (PBFA), can cause a catastrophic degradation in accuracy by flipping a very small number of bits.
Error detecting and error correcting codes
Richard W Hamming · 1950
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Cyclic redundancy code (crc) polynomial selection for embedded networks
Philip Koopman and Tridib Chakravarty · 2004
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The effectiveness of checksums for embedded control networks
Theresa C Maxino et al · 2009
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Imagenet: A large-scale hierarchical image database
Jia Deng et al · 2009
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How to flip a bit?
Michel Agoyan et al · 2010
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The gem5 simulator
Nathan Binkert et al · 2011
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Explaining and harnessing adversarial examples
Ian J Goodfellow et al · 2014
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Flipping bits in memory without accessing them: An experimental study of dram disturbance errors
Yoongu Kim et al · 2014
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The cifar-10 dataset
Alex Krizhevsky, Vinod Nair, and Geoffrey Hinton · 2014
Cited alongside, same era.
Exploiting the dram rowhammer bug to gain kernel privileges
Mark Seaborn and Thomas Dullien · 2015
Cited alongside, same era.
Deep residual learning for image recognition
Kaiming He et al · 2016
Cited alongside, same era.
Robustness of neural networks against storage media errors
Minghai Qin et al · 2017
Cited alongside, same era.
Fault injection attack on deep neural network
Yannan Liu et al · 2017
Cited alongside, same era.
Another flip in the wall of rowhammer defenses
Daniel Gruss et al · 2018
Cited alongside, same era.
In-place zero-space memory protection for cnn
Hui Guan et al · 2019
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Sanghyun Hong et al · 2019
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Sensitive-sample fingerprinting of deep neural networks
Zecheng He et al · 2019
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Deephammer: Depleting the intelligence of deep neural networks through targeted chain of bit flips
Fan Yao et al · 2020
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Defending and harnessing the bit-flip based adversarial weight attack
Zhezhi He et al · 2020
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Error-reduction controller techniques of taox-based reram for deep neural networks to extend data-retention lifetime by over 1700x
Y. Deguchi et al · 2018
Cited alongside, same era.
Bit-flip attack: Crushing neural network with progressive bit search
Adnan Siraj Rakin et al · 2019
Cited alongside, same era.
Fan Yao et al · 2020
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Deepem: Deep neural networks model recovery through em side-channel information leakage
Honggang Yu et al · 2020
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