Adversarial Learning

Evaluating Adversarial Evasion Attacks in the Context of Wireless Communications

Authors: Bryse Flowers, R. Michael Buehrer, William C. Headley | Published: 2019-03-01
Adversarial Learning
Adversarial Perturbation Techniques
Wireless Channel Detection

Enhancing the Robustness of Deep Neural Networks by Boundary Conditional GAN

Authors: Ke Sun, Zhanxing Zhu, Zhouchen Lin | Published: 2019-02-28
Certified Robustness
Robustness Improvement Method
Adversarial Learning

Towards Understanding Adversarial Examples Systematically: Exploring Data Size, Task and Model Factors

Authors: Ke Sun, Zhanxing Zhu, Zhouchen Lin | Published: 2019-02-28
Robustness Evaluation
Adversarial Example Detection
Adversarial Learning

Adversarial Attacks on Time Series

Authors: Fazle Karim, Somshubra Majumdar, Houshang Darabi | Published: 2019-02-27 | Updated: 2019-03-01
Model Extraction Attack
Adversarial Example
Adversarial Learning

The Best Defense Is a Good Offense: Adversarial Attacks to Avoid Modulation Detection

Authors: Muhammad Zaid Hameed, Andras Gyorgy, Deniz Gunduz | Published: 2019-02-27 | Updated: 2020-04-07
Adversarial Example
Adversarial Learning
Wireless Channel Detection

Design of intentional backdoors in sequential models

Authors: Zhaoyuan Yang, Naresh Iyer, Johan Reimann, Nurali Virani | Published: 2019-02-26
Backdoor Attack
Reinforcement Learning Attack
Adversarial Learning

Adversarial attacks hidden in plain sight

Authors: Jan Philip Göpfert, André Artelt, Heiko Wersing, Barbara Hammer | Published: 2019-02-25 | Updated: 2020-04-26
Backdoor Attack
Robustness Evaluation
Adversarial Learning

Adversarial Reinforcement Learning under Partial Observability in Autonomous Computer Network Defence

Authors: Yi Han, David Hubczenko, Paul Montague, Olivier De Vel, Tamas Abraham, Benjamin I. P. Rubinstein, Christopher Leckie, Tansu Alpcan, Sarah Erfani | Published: 2019-02-25 | Updated: 2020-08-17
Backdoor Attack
Reinforcement Learning Attack
Adversarial Learning

A Convex Relaxation Barrier to Tight Robustness Verification of Neural Networks

Authors: Hadi Salman, Greg Yang, Huan Zhang, Cho-Jui Hsieh, Pengchuan Zhang | Published: 2019-02-23 | Updated: 2020-01-10
Certified Robustness
Robustness Evaluation
Adversarial Learning

Quantifying Perceptual Distortion of Adversarial Examples

Authors: Matt Jordan, Naren Manoj, Surbhi Goel, Alexandros G. Dimakis | Published: 2019-02-21
Certified Robustness
Adversarial Learning
Adversarial Attack Methods