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

Two-Stream Neural Networks for Tampered Face Detection

Authors: Peng Zhou, Xintong Han, Vlad I. Morariu, Larry S. Davis | Published: 2018-03-29

Protection against Cloning for Deep Learning

Authors: Richard Kenway | Published: 2018-03-29

Defending against Adversarial Images using Basis Functions Transformations

Authors: Uri Shaham, James Garritano, Yutaro Yamada, Ethan Weinberger, Alex Cloninger, Xiuyuan Cheng, Kelly Stanton, Yuval Kluger | Published: 2018-03-28 | Updated: 2018-04-16

You are your Metadata: Identification and Obfuscation of Social Media Users using Metadata Information

Authors: Beatrice Perez, Mirco Musolesi, Gianluca Stringhini | Published: 2018-03-27 | Updated: 2018-05-14

Privacy Preserving Machine Learning: Threats and Solutions

Authors: Mohammad Al-Rubaie, J. Morris Chang | Published: 2018-03-27

Hiding in the Crowd: A Massively Distributed Algorithm for Private Averaging with Malicious Adversaries

Authors: Pierre Dellenbach, Aurélien Bellet, Jan Ramon | Published: 2018-03-27