Improving Binary Code Similarity Transformer Models by Semantics-Driven Instruction Deemphasis

Author:

Xu Xiangzhe1,Feng Shiwei1,Ye Yapeng1,Shen Guangyu1,Su Zian1,Cheng Siyuan1,Tao Guanhong1,Shi Qingkai1,Zhang Zhuo1,Zhang Xiangyu1

Affiliation:

1. Purdue University, USA

Funder

DARPA VSPELLS

IARPA TrojAI

NSF

ONR

Publisher

ACM

Reference72 articles.

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3. Tiffany Bao , Jonathan Burket , Maverick Woo , Rafael Turner , and David Brumley . 2014 . BYTEWEIGHT: Learning to recognize functions in binary code . In 23rd USENIX Security Symposium (USENIX Security 14) . 845–860. Tiffany Bao, Jonathan Burket, Maverick Woo, Rafael Turner, and David Brumley. 2014. BYTEWEIGHT: Learning to recognize functions in binary code. In 23rd USENIX Security Symposium (USENIX Security 14). 845–860.

4. Oren Barkan , Edan Hauon , Avi Caciularu , Ori Katz , Itzik Malkiel , Omri Armstrong , and Noam Koenigstein . 2021 . Grad-sam: Explaining transformers via gradient self-attention maps . In Proceedings of the 30th ACM International Conference on Information & Knowledge Management. 2882–2887 . Oren Barkan, Edan Hauon, Avi Caciularu, Ori Katz, Itzik Malkiel, Omri Armstrong, and Noam Koenigstein. 2021. Grad-sam: Explaining transformers via gradient self-attention maps. In Proceedings of the 30th ACM International Conference on Information & Knowledge Management. 2882–2887.

5. Clone detection using abstract syntax trees

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