A black-box attack on code models via representation nearest Neighbor search

• Main Authors: ZHANG, Jie, MA, Wei, HU, Qiang, Liu, Shangqing, XIE, Xiaofei, LE Traon, Yves, LIU, Yang
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2023
• Subjects: Databases and Information Systems; Programming Languages and Compilers
• Online Access: https://ink.library.smu.edu.sg/sis_research/8588; https://ink.library.smu.edu.sg/context/sis_research/article/9591/viewcontent/black_box.pdf
• Institution: Singapore Management University

Existing methods for generating adversarial code examples face several challenges: limted availability of substitute variables, high verification costs for these substitutes, and the creation of adversarial samples with noticeable perturbations. To address these concerns, our proposed approach, RNNS...