Robustness Evaluation

Limitations of the Lipschitz constant as a defense against adversarial examples

Authors: Todd Huster, Cho-Yu Jason Chiang, Ritu Chadha | Published: 2018-07-25
Model Evaluation
Robustness Evaluation
Adversarial Example

Simultaneous Adversarial Training – Learn from Others Mistakes

Authors: Zukang Liao | Published: 2018-07-21 | Updated: 2018-09-10
Certified Robustness
Robustness Evaluation
Adversarial attack

Sequence to Logic with Copy and Cache

Authors: Javid Dadashkarimi, Sekhar Tatikonda | Published: 2018-07-19
Model Design and Accuracy
Model Evaluation
Robustness Evaluation

Online Robust Policy Learning in the Presence of Unknown Adversaries

Authors: Aaron J. Havens, Zhanhong Jiang, Soumik Sarkar | Published: 2018-07-16
Policy engineering
Robustness Evaluation
Adversarial attack

Towards Deep Learning Models Resistant to Adversarial Attacks

Authors: Aleksander Madry, Aleksandar Makelov, Ludwig Schmidt, Dimitris Tsipras, Adrian Vladu | Published: 2017-06-19 | Updated: 2019-09-04
Certified Robustness
Robustness Evaluation
Adversarial Example