Natural attack for pre-trained models of code

• Main Authors: YANG, Zhou, SHI, Jieke, HE, Junda, LO, David
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2022
• Subjects: Genetic Algorithm; Adversarial Attack; Pre-Trained Models; Databases and Information Systems; Information Security
• Online Access: https://ink.library.smu.edu.sg/sis_research/7654; https://ink.library.smu.edu.sg/context/sis_research/article/8657/viewcontent/Natural.pdf
• Institution: Singapore Management University

Pre-trained models of code have achieved success in many important software engineering tasks. However, these powerful models are vulnerable to adversarial attacks that slightly perturb model inputs to make a victim model produce wrong outputs. Current works mainly attack models of code with example...