Improving Robustness of ML Classifiers against Realizable Evasion Attacks Using Conserved Features
Authors: Liang Tong, Bo Li, Chen Hajaj, Chaowei Xiao, Ning Zhang, Yevgeniy Vorobeychik | Published: 2017-08-28 | Updated: 2019-05-10
Adversarial Learning
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
Adversarial-Playground: A Visualization Suite for Adversarial Sample Generation
Authors: Andrew Norton, Yanjun Qi | Published: 2017-06-06 | Updated: 2017-06-16
Formal Guarantees on the Robustness of a Classifier against Adversarial Manipulation
Authors: Matthias Hein, Maksym Andriushchenko | Published: 2017-05-23 | Updated: 2017-11-05
Black-Box Attacks against RNN based Malware Detection Algorithms
Authors: Weiwei Hu, Ying Tan | Published: 2017-05-23