Robustness Evaluation

Prior Networks for Detection of Adversarial Attacks

Authors: Andrey Malinin, Mark Gales | Published: 2018-12-06
Detection of Model Extraction Attacks
Robustness Evaluation
Adversarial Learning

Are Generative Classifiers More Robust to Adversarial Attacks?

Authors: Yingzhen Li, John Bradshaw, Yash Sharma | Published: 2018-02-19 | Updated: 2019-05-27
Robustness Evaluation
Adversarial Learning
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

Evaluating the Robustness of Neural Networks: An Extreme Value Theory Approach

Authors: Tsui-Wei Weng, Huan Zhang, Pin-Yu Chen, Jinfeng Yi, Dong Su, Yupeng Gao, Cho-Jui Hsieh, Luca Daniel | Published: 2018-01-31
Certified Robustness
Robustness Evaluation
Adversarial attack