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[1610.00768] Technical Report on the CleverHans v2.1.0 Adversarial Examples Library

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CleverHans is a software library that provides standardized reference implementations of adversarial example construction techniques and adversarial training. The library may be used to develop more robust machine learning models and to provide standardized benchmarks of models' performance in the adversarial setting. Benchmarks constructed without a standardized implementation of adversarial example construction are not comparable to each other, because a good result may indicate a robust model or it may merely indicate a weak implementation of the adversarial example construction procedure. This technical report is structured as follows. Section 1 provides an overview of adversarial examples in machine learning and of the CleverHans software. Section 2 presents the core functionalities of the library: namely the attacks based on adversarial examples and defenses to improve the robustness of machine learning models to these attacks. Section 3 describes how to report benchmark results using the library. Section 4 describes the versioning system.

Technical Report on the cleverhans v2.1.0 Adversarial Examples Library arXiv:1610.00768v6 [cs.LG] 27 Jun 2018 Nicolas Papernot∗1,3 , Fartash Faghri5,3 , Nicholas Carlini2,3 , Ian Goodfellow†3 , Reuben Feinman4 , Alexey Kurakin3 , Cihang Xie6 , Yash Sharma7 , Tom Brown3 , Aurko Roy3 , Alexander Matyasko8 , Vahid Behzadan9 , Karen Hambardzumyan10 , Zhishuai Zhang6 ,…

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