2 papers
cs.LG2024
Perturbation Effects on Robustness and Individual Fairness
Xuran Li, Hao Xue, Peng Wu +4
Deep neural networks are vulnerable to adversarial perturbations that can simultaneously degrade prediction robustness and individual fairness across diverse application settings.…
cs.LG2023
RobustFair: Adversarial Evaluation through Fairness Confusion Directed Gradient Search
Xuran Li, Peng Wu, Kaixiang Dong +2
Deep neural networks (DNNs) often face challenges due to their vulnerability to various adversarial perturbations, including false perturbations that undermine prediction accuracy…