Optimized Data Pre-Processing for Discrimination Prevention

Authors: Flavio P. Calmon, Dennis Wei, Karthikeyan Natesan Ramamurthy, Kush R. Varshney | Published: 2017-04-11

Interpretable Explanations of Black Boxes by Meaningful Perturbation

Authors: Ruth Fong, Andrea Vedaldi | Published: 2017-04-11 | Updated: 2021-12-03

Security Analytics of Network Flow Data of IoT and Mobile Devices (Work-in-progress)

Authors: Ashish Kundu, Chinmay Kundu, Karan K. Budhraja | Published: 2017-04-10

Learning Important Features Through Propagating Activation Differences

Authors: Avanti Shrikumar, Peyton Greenside, Anshul Kundaje | Published: 2017-04-10 | Updated: 2019-10-12

Enhancing Robustness of Machine Learning Systems via Data Transformations

Authors: Arjun Nitin Bhagoji, Daniel Cullina, Chawin Sitawarin, Prateek Mittal | Published: 2017-04-09 | Updated: 2017-11-29

A Multi-view Context-aware Approach to Android Malware Detection and Malicious Code Localization

Authors: Annamalai Narayanan, Mahinthan Chandramohan, Lihui Chen, Yang Liu | Published: 2017-04-06 | Updated: 2017-04-08

Adequacy of the Gradient-Descent Method for Classifier Evasion Attacks

Authors: Yi Han, Benjamin I. P. Rubinstein | Published: 2017-04-06 | Updated: 2017-05-25

Comment on “Biologically inspired protection of deep networks from adversarial attacks”

Authors: Wieland Brendel, Matthias Bethge | Published: 2017-04-05

EMULATOR vs REAL PHONE: Android Malware Detection Using Machine Learning

Authors: Mohammed K. Alzaylaee, Suleiman Y. Yerima, Sakir Sezer | Published: 2017-03-31

Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks

Authors: Jun-Yan Zhu, Taesung Park, Phillip Isola, Alexei A. Efros | Published: 2017-03-30 | Updated: 2020-08-24