Adversarial Attack Detection

A3T: Adversarially Augmented Adversarial Training

Authors: Akram Erraqabi, Aristide Baratin, Yoshua Bengio, Simon Lacoste-Julien | Published: 2018-01-12
Certified Robustness
Robustness Improvement Method
Adversarial Attack Detection

Less is More: Culling the Training Set to Improve Robustness of Deep Neural Networks

Authors: Yongshuai Liu, Jiyu Chen, Hao Chen | Published: 2018-01-09 | Updated: 2018-12-08
Certified Robustness
Adversarial Example
Adversarial Attack Detection

Spatially Transformed Adversarial Examples

Authors: Chaowei Xiao, Jun-Yan Zhu, Bo Li, Warren He, Mingyan Liu, Dawn Song | Published: 2018-01-08 | Updated: 2018-01-09
Robustness Improvement Method
Adversarial Learning
Adversarial Attack Detection

Generating Adversarial Examples with Adversarial Networks

Authors: Chaowei Xiao, Bo Li, Jun-Yan Zhu, Warren He, Mingyan Liu, Dawn Song | Published: 2018-01-08 | Updated: 2019-02-14
Adversarial Example
Adversarial Learning
Adversarial Attack Detection