Adversarial Example Detection

Detecting Adversarial Examples for Speech Recognition via Uncertainty Quantification

Authors: Sina Däubener, Lea Schönherr, Asja Fischer, Dorothea Kolossa | Published: 2020-05-24 | Updated: 2020-08-02
Poisoning
Quantification of Uncertainty
Adversarial Example Detection

Detection of Adversarial Attacks and Characterization of Adversarial Subspace

Authors: Mohammad Esmaeilpour, Patrick Cardinal, Alessandro Lameiras Koerich | Published: 2019-10-26
Secure Logistic Regression
Attack Method
Adversarial Example Detection

Learning to Disentangle Robust and Vulnerable Features for Adversarial Detection

Authors: Byunggill Joe, Sung Ju Hwang, Insik Shin | Published: 2019-09-10
Adversarial Example
Adversarial Example Detection
Adversarial Training

BOSH: An Efficient Meta Algorithm for Decision-based Attacks

Authors: Zhenxin Xiao, Puyudi Yang, Yuchen Jiang, Kai-Wei Chang, Cho-Jui Hsieh | Published: 2019-09-10 | Updated: 2019-10-14
Adversarial Example
Adversarial Example Detection
Adversarial Training

When Explainability Meets Adversarial Learning: Detecting Adversarial Examples using SHAP Signatures

Authors: Gil Fidel, Ron Bitton, Asaf Shabtai | Published: 2019-09-08
Poisoning
Adversarial Example
Adversarial Example Detection

GAT: Generative Adversarial Training for Adversarial Example Detection and Robust Classification

Authors: Xuwang Yin, Soheil Kolouri, Gustavo K. Rohde | Published: 2019-05-27 | Updated: 2022-10-01
Binary Classifier
Poisoning
Adversarial Example Detection

Non-Determinism in Neural Networks for Adversarial Robustness

Authors: Daanish Ali Khan, Linhong Li, Ninghao Sha, Zhuoran Liu, Abelino Jimenez, Bhiksha Raj, Rita Singh | Published: 2019-05-26
Poisoning
Adversarial Example
Adversarial Example Detection

Defending against adversarial attacks by randomized diversification

Authors: Olga Taran, Shideh Rezaeifar, Taras Holotyak, Slava Voloshynovskiy | Published: 2019-04-01
Adversarial Example Detection
Adversarial Attack Detection
Watermark Robustness

Semantics Preserving Adversarial Learning

Authors: Ousmane Amadou Dia, Elnaz Barshan, Reza Babanezhad | Published: 2019-03-10 | Updated: 2019-12-21
Robustness Improvement Method
Adversarial Example Detection
Adversarial Perturbation Techniques

Towards Understanding Adversarial Examples Systematically: Exploring Data Size, Task and Model Factors

Authors: Ke Sun, Zhanxing Zhu, Zhouchen Lin | Published: 2019-02-28
Robustness Evaluation
Adversarial Example Detection
Adversarial Learning