On the Robustness of the CVPR 2018 White-Box Adversarial Example Defenses

Authors: Anish Athalye, Nicholas Carlini | Published: 2018-04-10

Adversarial Training Versus Weight Decay

Authors: Angus Galloway, Thomas Tanay, Graham W. Taylor | Published: 2018-04-10 | Updated: 2018-07-23

An ADMM-Based Universal Framework for Adversarial Attacks on Deep Neural Networks

Authors: Pu Zhao, Sijia Liu, Yanzhi Wang, Xue Lin | Published: 2018-04-09

The Challenges in SDN/ML Based Network Security : A Survey

Authors: Tam N. Nguyen | Published: 2018-04-08 | Updated: 2018-04-14

A Machine Learning Approach To Prevent Malicious Calls Over Telephony Networks

Authors: Huichen Li, Xiaojun Xu, Chang Liu, Teng Ren, Kun Wu, Xuezhi Cao, Weinan Zhang, Yong Yu, Dawn Song | Published: 2018-04-07

Fortified Networks: Improving the Robustness of Deep Networks by Modeling the Manifold of Hidden Representations

Authors: Alex Lamb, Jonathan Binas, Anirudh Goyal, Dmitriy Serdyuk, Sandeep Subramanian, Ioannis Mitliagkas, Yoshua Bengio | Published: 2018-04-07

Poison Frogs! Targeted Clean-Label Poisoning Attacks on Neural Networks

Authors: Ali Shafahi, W. Ronny Huang, Mahyar Najibi, Octavian Suciu, Christoph Studer, Tudor Dumitras, Tom Goldstein | Published: 2018-04-03 | Updated: 2018-11-10

Resilient Non-Submodular Maximization over Matroid Constraints

Authors: Vasileios Tzoumas, Ali Jadbabaie, George J. Pappas | Published: 2018-04-02 | Updated: 2018-12-06

Manipulating Machine Learning: Poisoning Attacks and Countermeasures for Regression Learning

Authors: Matthew Jagielski, Alina Oprea, Battista Biggio, Chang Liu, Cristina Nita-Rotaru, Bo Li | Published: 2018-04-01 | Updated: 2021-09-28

Adversarial Attacks and Defences Competition

Authors: Alexey Kurakin, Ian Goodfellow, Samy Bengio, Yinpeng Dong, Fangzhou Liao, Ming Liang, Tianyu Pang, Jun Zhu, Xiaolin Hu, Cihang Xie, Jianyu Wang, Zhishuai Zhang, Zhou Ren, Alan Yuille, Sangxia Huang, Yao Zhao, Yuzhe Zhao, Zhonglin Han, Junjiajia Long, Yerkebulan Berdibekov, Takuya Akiba, Seiya Tokui, Motoki Abe | Published: 2018-03-31