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Constrained Gradient Descent: A Powerful and Principled Evasion Attack Against Neural Networks


Dec 28, 2021
Weiran Lin, Keane Lucas, Lujo Bauer, Michael K. Reiter, Mahmood Sharif


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Defense Through Diverse Directions


Mar 24, 2020
Christopher M. Bender, Yang Li, Yifeng Shi, Michael K. Reiter, Junier B. Oliva


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Optimization-Guided Binary Diversification to Mislead Neural Networks for Malware Detection


Dec 19, 2019
Mahmood Sharif, Keane Lucas, Lujo Bauer, Michael K. Reiter, Saurabh Shintre


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$n$-ML: Mitigating Adversarial Examples via Ensembles of Topologically Manipulated Classifiers


Dec 19, 2019
Mahmood Sharif, Lujo Bauer, Michael K. Reiter


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On the Suitability of $L_p$-norms for Creating and Preventing Adversarial Examples


Jul 27, 2018
Mahmood Sharif, Lujo Bauer, Michael K. Reiter

* Appeared in CV-COPS/CVPRW 2018 

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Adversarial Generative Nets: Neural Network Attacks on State-of-the-Art Face Recognition


Dec 31, 2017
Mahmood Sharif, Sruti Bhagavatula, Lujo Bauer, Michael K. Reiter


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Stealing Machine Learning Models via Prediction APIs


Oct 03, 2016
Florian Tramèr, Fan Zhang, Ari Juels, Michael K. Reiter, Thomas Ristenpart

* 19 pages, 7 figures, Proceedings of USENIX Security 2016 

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