TY - GEN
T1 - Feature Extraction Method for Cross-Architecture Binary Vulnerability Detection
AU - Li, Ziyang
AU - Washizaki, Hironori
AU - Fukazawa, Yoshiaki
N1 - Funding Information:
The authors thank Toshiba members Yurie Fujimatsu and Jun Kanai for their helps during research collaboration.
Publisher Copyright:
© 2021 IEEE.
PY - 2021
Y1 - 2021
N2 - Vulnerability detection identifies defects in various commercial software. Because most vulnerability detection methods are based on the source code, they are not useful if the source code is unavailable. In this paper, we propose a binary vulnerability detection method and use our tool named BVD that extracts binary features with the help of an intermediate language and then detects the vulnerabilities using an embedding model. Sufficiently robust features allow the binaries compiled in cross-architecture to be compared. Consequently, a similarity evaluation provides more accurate results.
AB - Vulnerability detection identifies defects in various commercial software. Because most vulnerability detection methods are based on the source code, they are not useful if the source code is unavailable. In this paper, we propose a binary vulnerability detection method and use our tool named BVD that extracts binary features with the help of an intermediate language and then detects the vulnerabilities using an embedding model. Sufficiently robust features allow the binaries compiled in cross-architecture to be compared. Consequently, a similarity evaluation provides more accurate results.
KW - binary vulnerability detection
KW - cross-architecture
KW - intermediate language
KW - similarity evaluation
UR - http://www.scopus.com/inward/record.url?scp=85123454655&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85123454655&partnerID=8YFLogxK
U2 - 10.1109/GCCE53005.2021.9621783
DO - 10.1109/GCCE53005.2021.9621783
M3 - Conference contribution
AN - SCOPUS:85123454655
T3 - 2021 IEEE 10th Global Conference on Consumer Electronics, GCCE 2021
SP - 834
EP - 836
BT - 2021 IEEE 10th Global Conference on Consumer Electronics, GCCE 2021
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 10th IEEE Global Conference on Consumer Electronics, GCCE 2021
Y2 - 12 October 2021 through 15 October 2021
ER -