Attack Type

Purifying Adversarial Perturbation with Adversarially Trained Auto-encoders

Authors: Hebi Li, Qi Xiao, Shixin Tian, Jin Tian | Published: 2019-05-26
Attack Type
Vulnerability of Adversarial Examples
Machine Learning Method

Devil in the Detail: Attack Scenarios in Industrial Applications

Authors: Simon D. Duque Anton, Alexander Hafner, Hans Dieter Schotten | Published: 2019-05-24
Cybersecurity
Process Environment
Attack Type

Transferable Clean-Label Poisoning Attacks on Deep Neural Nets

Authors: Chen Zhu, W. Ronny Huang, Ali Shafahi, Hengduo Li, Gavin Taylor, Christoph Studer, Tom Goldstein | Published: 2019-05-15 | Updated: 2019-05-16
Backdoor Attack
Poisoning
Attack Type

Robustification of deep net classifiers by key based diversified aggregation with pre-filtering

Authors: Olga Taran, Shideh Rezaeifar, Taras Holotyak, Slava Voloshynovskiy | Published: 2019-05-14
Secure Aggregation
Performance Evaluation
Attack Type

Adversarial-Playground: A Visualization Suite for Adversarial Sample Generation

Authors: Andrew Norton, Yanjun Qi | Published: 2017-06-06 | Updated: 2017-06-16
Certified Robustness
Attack Type
Adversarial Learning

MagNet: a Two-Pronged Defense against Adversarial Examples

Authors: Dongyu Meng, Hao Chen | Published: 2017-05-25 | Updated: 2017-09-11
Attack Type
Adversarial Example Detection
Effectiveness Analysis of Defense Methods

Black-Box Attacks against RNN based Malware Detection Algorithms

Authors: Weiwei Hu, Ying Tan | Published: 2017-05-23
Certified Robustness
Attack Type
Adversarial Learning