Certified Robustness

Enhancing Robustness of Machine Learning Systems via Data Transformations

Authors: Arjun Nitin Bhagoji, Daniel Cullina, Chawin Sitawarin, Prateek Mittal | Published: 2017-04-09 | Updated: 2017-11-29
Certified Robustness
Model Extraction Attack
Defense Effectiveness Analysis

Adequacy of the Gradient-Descent Method for Classifier Evasion Attacks

Authors: Yi Han, Benjamin I. P. Rubinstein | Published: 2017-04-06 | Updated: 2017-05-25
Poisoning
Certified Robustness
Adversarial Learning

Comment on “Biologically inspired protection of deep networks from adversarial attacks”

Authors: Wieland Brendel, Matthias Bethge | Published: 2017-04-05
Trigger Detection
Certified Robustness
Adversarial Learning

Biologically inspired protection of deep networks from adversarial attacks

Authors: Aran Nayebi, Surya Ganguli | Published: 2017-03-27
Model Design and Accuracy
Certified Robustness
Improvement of Learning