Learning program semantics with code representations: An empirical study

• Main Authors: SIOW, Jing Kai, LIU, Shangqing, XIE, Xiaofei, MENG, Guozhu, LIU, Yang
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2022
• Subjects: Programming Languages and Compilers; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/7501; https://ink.library.smu.edu.sg/context/sis_research/article/8504/viewcontent/2203.11790.pdf
• Institution: Singapore Management University

Program semantics learning is the core and fundamental for various code intelligent tasks e.g., vulnerability detection, clone detection. A considerable amount of existing works propose diverse approaches to learn the program semantics for different tasks and these works have achieved state-of-the-a...