Robust Classification using Robust Feature Augmentation
Authors: Kevin Eykholt, Swati Gupta, Atul Prakash, Amir Rahmati, Pratik Vaishnavi, Haizhong Zheng | Published: 2019-05-26 | Updated: 2019-09-18
Machine Learning Technology
Sensor Defense In-Software (SDI):Practical Software Based Detection of Spoofing Attacks on Position Sensor
Authors: Kevin Sam Tharayil, Benyamin Farshteindiker, Shaked Eyal, Nir Hasidim, Roy Hershkovitz, Shani Houri, Ilia Yoffe, Michal Oren, Yossi Oren | Published: 2019-05-12
Beyond Explainability: Leveraging Interpretability for Improved Adversarial Learning
Authors: Devinder Kumar, Ibrahim Ben-Daya, Kanav Vats, Jeffery Feng, Graham Taylor and, Alexander Wong | Published: 2019-04-21
On the Limitation of Local Intrinsic Dimensionality for Characterizing the Subspaces of Adversarial Examples
Authors: Pei-Hsuan Lu, Pin-Yu Chen, Chia-Mu Yu | Published: 2018-03-26
Clipping free attacks against artificial neural networks
Authors: Boussad Addad, Jerome Kodjabachian, Christophe Meyer | Published: 2018-03-26 | Updated: 2018-03-28
Security Theater: On the Vulnerability of Classifiers to Exploratory Attacks
Authors: Tegjyot Singh Sethi, Mehmed Kantardzic, Joung Woo Ryu | Published: 2018-03-24
Explaining Black-box Android Malware Detection
Authors: Marco Melis, Davide Maiorca, Battista Biggio, Giorgio Giacinto, Fabio Roli | Published: 2018-03-09 | Updated: 2018-10-29
Stochastic Activation Pruning for Robust Adversarial Defense
Authors: Guneet S. Dhillon, Kamyar Azizzadenesheli, Zachary C. Lipton, Jeremy Bernstein, Jean Kossaifi, Aran Khanna, Anima Anandkumar | Published: 2018-03-05
Label Sanitization against Label Flipping Poisoning Attacks
Authors: Andrea Paudice, Luis Muñoz-González, Emil C. Lupu | Published: 2018-03-02 | Updated: 2018-10-02
Online Feature Ranking for Intrusion Detection Systems
Authors: Buse Gul Atli, Alexander Jung | Published: 2018-03-01 | Updated: 2018-06-15