Adversarial Example

Security Analysis and Enhancement of Model Compressed Deep Learning Systems under Adversarial Attacks

Authors: Qi Liu, Tao Liu, Zihao Liu, Yanzhi Wang, Yier Jin, Wujie Wen | Published: 2018-02-14 | Updated: 2018-03-19
Certified Robustness
Adversarial Example
Adversarial attack

Certified Robustness to Adversarial Examples with Differential Privacy

Authors: Mathias Lecuyer, Vaggelis Atlidakis, Roxana Geambasu, Daniel Hsu, Suman Jana | Published: 2018-02-09 | Updated: 2019-05-29
Robustness Evaluation
Adversarial Example
Adversarial Learning

Towards Imperceptible and Robust Adversarial Example Attacks against Neural Networks

Authors: Bo Luo, Yannan Liu, Lingxiao Wei, Qiang Xu | Published: 2018-01-15
Robustness Improvement Method
Adversarial Example
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

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

Building Robust Deep Neural Networks for Road Sign Detection

Authors: Arkar Min Aung, Yousef Fadila, Radian Gondokaryono, Luis Gonzalez | Published: 2017-12-26
Robustness Improvement Method
Adversarial Example
Adversarial Attack Methods

When Not to Classify: Anomaly Detection of Attacks (ADA) on DNN Classifiers at Test Time

Authors: David J. Miller, Yulia Wang, George Kesidis | Published: 2017-12-18 | Updated: 2018-06-28
Trigger Detection
Adversarial Example
Adversarial Attack Methods

Improving Network Robustness against Adversarial Attacks with Compact Convolution

Authors: Rajeev Ranjan, Swami Sankaranarayanan, Carlos D. Castillo, Rama Chellappa | Published: 2017-12-03 | Updated: 2018-03-22
Robustness Improvement Method
Adversarial Example
Adversarial Learning

Adversarial Phenomenon in the Eyes of Bayesian Deep Learning

Authors: Ambrish Rawat, Martin Wistuba, Maria-Irina Nicolae | Published: 2017-11-22
Bayesian Deep Learning
Adversarial Example
Adversarial Attack Methods

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