Modular Learning Component Attacks: Today’s Reality, Tomorrow’s Challenge

Authors: Xinyang Zhang, Yujie Ji, Ting Wang | Published: 2017-08-25

Knock Knock, Who’s There? Membership Inference on Aggregate Location Data

Authors: Apostolos Pyrgelis, Carmela Troncoso, Emiliano De Cristofaro | Published: 2017-08-21 | Updated: 2017-11-29

Evasion Attacks against Machine Learning at Test Time

Authors: Battista Biggio, Igino Corona, Davide Maiorca, Blaine Nelson, Nedim Srndic, Pavel Laskov, Giorgio Giacinto, Fabio Roli | Published: 2017-08-21

Secure Search on the Cloud via Coresets and Sketches

Authors: Adi Akavia, Dan Feldman, Hayim Shaul | Published: 2017-08-19

Learning Universal Adversarial Perturbations with Generative Models

Authors: Jamie Hayes, George Danezis | Published: 2017-08-17 | Updated: 2018-01-05

Continuous User Authentication via Unlabeled Phone Movement Patterns

Authors: Rajesh Kumar, Partha Pratim Kundu, Diksha Shukla, Vir V. Phoha | Published: 2017-08-15

ZOO: Zeroth Order Optimization based Black-box Attacks to Deep Neural Networks without Training Substitute Models

Authors: Pin-Yu Chen, Huan Zhang, Yash Sharma, Jinfeng Yi, Cho-Jui Hsieh | Published: 2017-08-14 | Updated: 2017-11-02

Cascade Adversarial Machine Learning Regularized with a Unified Embedding

Authors: Taesik Na, Jong Hwan Ko, Saibal Mukhopadhyay | Published: 2017-08-08 | Updated: 2018-03-17

Fake News Detection on Social Media: A Data Mining Perspective

Authors: Kai Shu, Amy Sliva, Suhang Wang, Jiliang Tang, Huan Liu | Published: 2017-08-07 | Updated: 2017-09-03

Adversarial-Playground: A Visualization Suite Showing How Adversarial Examples Fool Deep Learning

Authors: Andrew P. Norton, Yanjun Qi | Published: 2017-08-01