Attack as detection: Using adversarial attack methods to detect abnormal examples

• Main Authors: ZHAO, Zhe, CHEN, Guangke, LIU, Tong, LI, Taishan, SONG, Fu, WANG, Jingyi, SUN, Jun
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2024
• Subjects: Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/9212; https://ink.library.smu.edu.sg/context/sis_research/article/10218/viewcontent/TOSEM23.pdf
• Institution: Singapore Management University

As a new programming paradigm, deep learning (DL) has achieved impressive performance in areas such as image processing and speech recognition, and has expanded its application to solve many real-world problems. However, neural networks and DL are normally black-box systems; even worse, DL-based sof...