Causality-based neural network repair

• Main Authors: SUN, Bing, SUN, Jun, PHAM, Long H., SHI, Jie
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2022
• Subjects: Fault Localization; Machine Learning with and for SE; Program Repair; Databases and Information Systems; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/6917; https://ink.library.smu.edu.sg/context/sis_research/article/7920/viewcontent/3510003.3510080.pdf
• Institution: Singapore Management University

Neural networks have had discernible achievements in a wide range of applications. The wide-spread adoption also raises the concern of their dependability and reliability. Similar to traditional decision-making programs, neural networks can have defects that need to be repaired. The defects may caus...