2 papers
cs.LG2025
IFFair: Influence Function-driven Sample Reweighting for Fair Classification
Jingran Yang, Min Zhang, Lingfeng Zhang +2
Because machine learning has significantly improved efficiency and convenience in the society, it's increasingly used to assist or replace human decision-making. However, the data-…
cs.LG2024
MAFT: Efficient Model-Agnostic Fairness Testing for Deep Neural Networks via Zero-Order Gradient Search
Zhaohui Wang, Min Zhang, Jingran Yang +1
Deep neural networks (DNNs) have shown powerful performance in various applications and are increasingly being used in decision-making systems. However, concerns about fairness in…