Adversarial Attack Methods

Query-limited Black-box Attacks to Classifiers

Authors: Fnu Suya, Yuan Tian, David Evans, Paolo Papotti | Published: 2017-12-23
Query Generation Method
Adversarial Attack Methods
Machine Learning Algorithm

Query-Efficient Black-box Adversarial Examples (superceded)

Authors: Andrew Ilyas, Logan Engstrom, Anish Athalye, Jessy Lin | Published: 2017-12-19 | Updated: 2018-04-06
Poisoning
Adversarial Learning
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

Decision-Based Adversarial Attacks: Reliable Attacks Against Black-Box Machine Learning Models

Authors: Wieland Brendel, Jonas Rauber, Matthias Bethge | Published: 2017-12-12 | Updated: 2018-02-16
Certified Robustness
Adversarial Learning
Adversarial Attack Methods

Wild Patterns: Ten Years After the Rise of Adversarial Machine Learning

Authors: Battista Biggio, Fabio Roli | Published: 2017-12-08 | Updated: 2018-07-19
Poisoning
Adversarial Learning
Adversarial Attack Methods

Generative Adversarial Perturbations

Authors: Omid Poursaeed, Isay Katsman, Bicheng Gao, Serge Belongie | Published: 2017-12-06 | Updated: 2018-07-06
Certified Robustness
Adversarial Attack Methods
Generative Adversarial Network

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