Adversarial Attack Methods

Adversarial Recommendation: Attack of the Learned Fake Users

Authors: Konstantina Christakopoulou, Arindam Banerjee | Published: 2018-09-21
Adversarial Example
Adversarial Attack Methods
Generative Model

Adversarial Binaries for Authorship Identification

Authors: Xiaozhu Meng, Barton P. Miller, Somesh Jha | Published: 2018-09-21 | Updated: 2018-11-07
Binary Diversification
Adversarial Learning
Adversarial Attack Methods

Playing the Game of Universal Adversarial Perturbations

Authors: Julien Perolat, Mateusz Malinowski, Bilal Piot, Olivier Pietquin | Published: 2018-09-20 | Updated: 2018-09-25
Robustness Improvement Method
Adversarial Learning
Adversarial Attack Methods

HashTran-DNN: A Framework for Enhancing Robustness of Deep Neural Networks against Adversarial Malware Samples

Authors: Deqiang Li, Ramesh Baral, Tao Li, Han Wang, Qianmu Li, Shouhuai Xu | Published: 2018-09-18
Robustness Improvement Method
Adversarial Example
Adversarial Attack Methods

Adversarial Reinforcement Learning for Observer Design in Autonomous Systems under Cyber Attacks

Authors: Abhishek Gupta, Zhaoyuan Yang | Published: 2018-09-15
Online Learning
Robustness Improvement Method
Adversarial Attack Methods

Query-Efficient Black-Box Attack Against Sequence-Based Malware Classifiers

Authors: Ishai Rosenberg, Asaf Shabtai, Yuval Elovici, Lior Rokach | Published: 2018-04-23 | Updated: 2020-10-03
Query Generation Method
Certified Robustness
Adversarial Attack Methods

Black-box Adversarial Attacks with Limited Queries and Information

Authors: Andrew Ilyas, Logan Engstrom, Anish Athalye, Jessy Lin | Published: 2018-04-23 | Updated: 2018-07-11
Model Extraction Attack
Adversarial Example
Adversarial Attack Methods

Gradient Masking Causes CLEVER to Overestimate Adversarial Perturbation Size

Authors: Ian Goodfellow | Published: 2018-04-21
Adversarial Learning
Adversarial Attack Methods
Watermarking Technology

ShapeShifter: Robust Physical Adversarial Attack on Faster R-CNN Object Detector

Authors: Shang-Tse Chen, Cory Cornelius, Jason Martin, Duen Horng Chau | Published: 2018-04-16 | Updated: 2019-05-01
Faster R-CNN
Certified Robustness
Adversarial Attack Methods

On the Limitation of MagNet Defense against $L_1$-based Adversarial Examples

Authors: Pei-Hsuan Lu, Pin-Yu Chen, Kang-Cheng Chen, Chia-Mu Yu | Published: 2018-04-14 | Updated: 2018-05-09
Adversarial Example Detection
Adversarial Attack Methods
Watermarking Technology