Robustness Analysis

Using Randomness to Improve Robustness of Machine-Learning Models Against Evasion Attacks

Authors: Fan Yang, Zhiyuan Chen | Published: 2018-08-10
Certified Robustness
Robustness Analysis
Adversarial attack
2018.08.10 2025.05.28
Literature Database

Robust Blind Deconvolution via Mirror Descent

Authors: Sathya N. Ravi, Ronak Mehta, Vikas Singh | Published: 2018-03-21
Robustness Analysis
Convergence Property
Machine Learning Method
2018.03.21 2025.05.28
Literature Database

On Security and Sparsity of Linear Classifiers for Adversarial Settings

Authors: Ambra Demontis, Paolo Russu, Battista Biggio, Giorgio Fumera, Fabio Roli | Published: 2017-08-31
Membership Inference
Robustness Analysis
Attack Method
2017.08.31 2025.05.28
Literature Database

Improving Robustness of ML Classifiers against Realizable Evasion Attacks Using Conserved Features

Authors: Liang Tong, Bo Li, Chen Hajaj, Chaowei Xiao, Ning Zhang, Yevgeniy Vorobeychik | Published: 2017-08-28 | Updated: 2019-05-10
Model Extraction Attack
Robustness Analysis
Adversarial Learning
2017.08.28 2025.05.28
Literature Database

Evasion Attacks against Machine Learning at Test Time

Authors: Battista Biggio, Igino Corona, Davide Maiorca, Blaine Nelson, Nedim Srndic, Pavel Laskov, Giorgio Giacinto, Fabio Roli | Published: 2017-08-21
Machine learning
Robustness Analysis
Attack Method
2017.08.21 2025.05.28
Literature Database

Cascade Adversarial Machine Learning Regularized with a Unified Embedding

Authors: Taesik Na, Jong Hwan Ko, Saibal Mukhopadhyay | Published: 2017-08-08 | Updated: 2018-03-17
Robustness Analysis
Attack Method
Adversarial Learning
2017.08.08 2025.05.28
Literature Database