TESTSGD: Interpretable testing of neural networks against subtle group discrimination

• Main Authors: ZHANG, Mengdi, SUN, Jun, WANG, Jingyi, SUN, Bing
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2023
• Subjects: Fairness Improvement; Fairness; Fairness Testing; Machine Learning; Information Security; Numerical Analysis and Scientific Computing; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/8144; https://ink.library.smu.edu.sg/context/sis_research/article/9147/viewcontent/3591869_pvoa.pdf
• Institution: Singapore Management University

Discrimination has been shown in many machine learning applications, which calls for sufficient fairness testing before their deployment in ethic-relevant domains. One widely concerning type of discrimination, testing against group discrimination, mostly hidden, is much less studied, compared with i...