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Security of machine learning models is a concern as they may face adversarial attacks for unwarranted advantageous decisions.
The comparisons of data mining techniques for the predictive accuracy of probability of default of credit card clients
I-Cheng Yeh and Che-hui Lien · 2009
Earlier work this paper cites.
Evasion attacks against machine learning at test time
Battista Biggio, Igino Corona, Davide Maiorca, Blaine Nelson, Nedim Šrndić, Pavel Laskov, Giorgio Giacinto, and Fabio Roli · 2013
Earlier work this paper cites.
Intriguing properties of neural networks
Christian Szegedy, Wojciech Zaremba, Ilya Sutskever, Joan Bruna, Dumitru Erhan, Ian Goodfellow, and Rob Fergus · 2014
Earlier work this paper cites.
Explaining and harnessing adversarial examples
Ian Goodfellow, Jonathon Shlens, and Christian Szegedy · 2015
Earlier work this paper cites.
Deepfool: a simple and accurate method to fool deep neural networks
Seyed-Mohsen Moosavi-Dezfooli, Alhussein Fawzi, and Pascal Frossard · 2015
Earlier work this paper cites.
Practical Black-Box Attacks against Machine Learning
N. Papernot, P. McDaniel, I. Goodfellow, S. Jha, Z. Berkay Celik, and A. Swami · 2016
Cited alongside, same era.
Delving into Transferable Adversarial Examples and Black-box Attacks
Y. Liu, X. Chen, C. Liu, and D. Song · 2016
Cited alongside, same era.
Adversarial machine learning at scale
Alexey Kurakin, Ian J. Goodfellow, and Samy Bengio · 2017
Cited alongside, same era.
Adversarial examples are not easily detected: Bypassing ten detection methods
Nicholas Carlini and David A. Wagner · 2017
Cited alongside, same era.
Adversarial patch
Tom B. Brown, Dandelion Mané, Aurko Roy, Martín Abadi, and Justin Gilmer · 2017
Cited alongside, same era.
UCI machine learning repository, 2017
Dheeru Dua and Casey Graff · 2017
Later among the works it cites.
Lavan: Localized and visible adversarial noise
Danny Karmon, Daniel Zoran, and Yoav Goldberg · 2018
Later among the works it cites.
On the suitability of l p {}_{\mbox{p}} -norms for creating and preventing adversarial examples
Mahmood Sharif, Lujo Bauer, and Michael K. Reiter · 2018
Later among the works it cites.
Lending club loan data, version 1, 2019
Wendy Kan · 2019
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