Does Low Rank Adaptation Lead to Lower Robustness against Training-Time Attacks?
Authors: Zi Liang, Haibo Hu, Qingqing Ye, Yaxin Xiao, Ronghua Li | Published: 2025-05-19
robustness requirements
Convergence of Adversarial Training in Overparametrized Neural Networks
Authors: Ruiqi Gao, Tianle Cai, Haochuan Li, Liwei Wang, Cho-Jui Hsieh, Jason D. Lee | Published: 2019-06-19 | Updated: 2019-11-09
Logit Pairing Methods Can Fool Gradient-Based Attacks
Authors: Marius Mosbach, Maksym Andriushchenko, Thomas Trost, Matthias Hein, Dietrich Klakow | Published: 2018-10-29 | Updated: 2019-03-12
Rademacher Complexity for Adversarially Robust Generalization
Authors: Dong Yin, Kannan Ramchandran, Peter Bartlett | Published: 2018-10-29 | Updated: 2020-07-29
Foolbox: A Python toolbox to benchmark the robustness of machine learning models
Authors: Jonas Rauber, Wieland Brendel, Matthias Bethge | Published: 2017-07-13 | Updated: 2018-03-20