Adversarial Attack Analysis

On the Suitability of $L_p$-norms for Creating and Preventing Adversarial Examples

Authors: Mahmood Sharif, Lujo Bauer, Michael K. Reiter | Published: 2018-02-27 | Updated: 2018-07-27
Adversarial Example Detection
Adversarial Attack Analysis
Machine Learning Technology

Enhanced Attacks on Defensively Distilled Deep Neural Networks

Authors: Yujia Liu, Weiming Zhang, Shaohua Li, Nenghai Yu | Published: 2017-11-16
Robustness Improvement
Adversarial Example
Adversarial Attack Analysis

Machine vs Machine: Minimax-Optimal Defense Against Adversarial Examples

Authors: Jihun Hamm, Akshay Mehra | Published: 2017-11-12 | Updated: 2018-06-27
Robustness Improvement
Adversarial Learning
Adversarial Attack Analysis

Interpretation of Neural Networks is Fragile

Authors: Amirata Ghorbani, Abubakar Abid, James Zou | Published: 2017-10-29 | Updated: 2018-11-06
Relationship between Robustness and Privacy
Adversarial Attack Analysis
Attacks on Explainability