Failure Modes in Machine Learning Systems

Authors: Ram Shankar Siva Kumar, David O Brien, Kendra Albert, Salomé Viljöen, Jeffrey Snover | Published: 2019-11-25

Adversarial Attack with Pattern Replacement

Authors: Ziang Dong, Liang Mao, Shiliang Sun | Published: 2019-11-25

Algorithmic Bias in Recidivism Prediction: A Causal Perspective

Authors: Aria Khademi, Vasant Honavar | Published: 2019-11-24

Invert and Defend: Model-based Approximate Inversion of Generative Adversarial Networks for Secure Inference

Authors: Wei-An Lin, Yogesh Balaji, Pouya Samangouei, Rama Chellappa | Published: 2019-11-23

Universal adversarial examples in speech command classification

Authors: Jon Vadillo, Roberto Santana | Published: 2019-11-22 | Updated: 2021-02-13

Privacy-preserving parametric inference: a case for robust statistics

Authors: Marco Avella-Medina | Published: 2019-11-22

Adversarial Learning of Privacy-Preserving and Task-Oriented Representations

Authors: Taihong Xiao, Yi-Hsuan Tsai, Kihyuk Sohn, Manmohan Chandraker, Ming-Hsuan Yang | Published: 2019-11-22

DL-Droid: Deep learning based android malware detection using real devices

Authors: Mohammed K. Alzaylaee, Suleiman Y. Yerima, Sakir Sezer | Published: 2019-11-22

Attack Agnostic Statistical Method for Adversarial Detection

Authors: Sambuddha Saha, Aashish Kumar, Pratyush Sahay, George Jose, Srinivas Kruthiventi, Harikrishna Muralidhara | Published: 2019-11-22

Effects of Differential Privacy and Data Skewness on Membership Inference Vulnerability

Authors: Stacey Truex, Ling Liu, Mehmet Emre Gursoy, Wenqi Wei, Lei Yu | Published: 2019-11-21