Probablistic verification of neural networks against group fairness

• Main Authors: SUN, Bing, SUN, Jun, DAI, Ting, ZHANG, Lijun
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2021
• Subjects: Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/6214; https://ink.library.smu.edu.sg/context/sis_research/article/7217/viewcontent/2107.08362.pdf
• Institution: Singapore Management University

Fairness is crucial for neural networks which are used in applications with important societal implication. Recently, there have been multiple attempts on improving fairness of neural networks, with a focus on fairness testing (e.g., generating individual discriminatory instances) and fairness train...