Adversarial Attack Methods

Wasserstein Adversarial Examples via Projected Sinkhorn Iterations

Authors: Eric Wong, Frank R. Schmidt, J. Zico Kolter | Published: 2019-02-21 | Updated: 2020-01-18
Wasserstein Distance
Certified Robustness
Adversarial Attack Methods

There are No Bit Parts for Sign Bits in Black-Box Attacks

Authors: Abdullah Al-Dujaili, Una-May O'Reilly | Published: 2019-02-19 | Updated: 2019-04-03
Certified Robustness
Adversarial Attack Methods
Optimization Strategy

On Evaluating Adversarial Robustness

Authors: Nicholas Carlini, Anish Athalye, Nicolas Papernot, Wieland Brendel, Jonas Rauber, Dimitris Tsipras, Ian Goodfellow, Aleksander Madry, Alexey Kurakin | Published: 2019-02-18 | Updated: 2019-02-20
Certified Robustness
Robustness Improvement Method
Adversarial Attack Methods

Mockingbird: Defending Against Deep-Learning-Based Website Fingerprinting Attacks with Adversarial Traces

Authors: Mohammad Saidur Rahman, Mohsen Imani, Nate Mathews, Matthew Wright | Published: 2019-02-18 | Updated: 2020-10-28
Backdoor Detection
Adversarial Example
Adversarial Attack Methods

A Little Is Enough: Circumventing Defenses For Distributed Learning

Authors: Moran Baruch, Gilad Baruch, Yoav Goldberg | Published: 2019-02-16
Adversarial Learning
Adversarial attack
Adversarial Attack Methods

Mitigation of Adversarial Examples in RF Deep Classifiers Utilizing AutoEncoder Pre-training

Authors: Silvija Kokalj-Filipovic, Rob Miller, Nicholas Chang, Chi Leung Lau | Published: 2019-02-16
Poisoning
Adversarial attack
Adversarial Attack Methods

Adversarial Examples in RF Deep Learning: Detection of the Attack and its Physical Robustness

Authors: Silvija Kokalj-Filipovic, Rob Miller | Published: 2019-02-16
Adversarial Example
Adversarial attack
Adversarial Attack Methods

Can Intelligent Hyperparameter Selection Improve Resistance to Adversarial Examples?

Authors: Cody Burkard, Brent Lagesse | Published: 2019-02-14
Adversarial Example
Adversarial Example Detection
Adversarial Attack Methods

The Odds are Odd: A Statistical Test for Detecting Adversarial Examples

Authors: Kevin Roth, Yannic Kilcher, Thomas Hofmann | Published: 2019-02-13 | Updated: 2019-05-09
Certified Robustness
Adversarial attack
Adversarial Attack Methods

Adversarial Samples on Android Malware Detection Systems for IoT Systems

Authors: Xiaolei Liu, Xiaojiang Du, Xiaosong Zhang, Qingxin Zhu, Mohsen Guizani | Published: 2019-02-12
Malware Detection Method
Adversarial Attack Methods
Optimization Strategy