TY - GEN
T1 - POSTER
T2 - 19th ACM Asia Conference on Computer and Communications Security, AsiaCCS 2024
AU - Tong, Van
AU - Dao, Cuong
AU - Dong, Thep
AU - Tran, Hai Anh
AU - Tran, Duc
AU - Tran, Truong X.
N1 - Publisher Copyright:
© 2024 Copyright held by the owner/author(s).
PY - 2024/7/1
Y1 - 2024/7/1
N2 - Ethereum smart contracts offer innovative ways to automate transactions and execute agreements within blockchain systems. However, its inherent complexity can lead to exploitable vulnerabilities. With the advent of large language models, many studies put a special focus on identifying vulnerabilities using these models. Nonetheless, language models are ineffective with the lengthy input sequences. To overcome this limitation, this work proposes a novel multi-label vulnerability detection mechanism using pre-trained language model CodeT5+ combined with a unique multi-block fusion. The results demonstrate that the proposed mechanism can achieve up to 0.998 F1-score and require only 0.39 ms of processing time on a collected dataset comprising 421,266 contracts from Ethereum.
AB - Ethereum smart contracts offer innovative ways to automate transactions and execute agreements within blockchain systems. However, its inherent complexity can lead to exploitable vulnerabilities. With the advent of large language models, many studies put a special focus on identifying vulnerabilities using these models. Nonetheless, language models are ineffective with the lengthy input sequences. To overcome this limitation, this work proposes a novel multi-label vulnerability detection mechanism using pre-trained language model CodeT5+ combined with a unique multi-block fusion. The results demonstrate that the proposed mechanism can achieve up to 0.998 F1-score and require only 0.39 ms of processing time on a collected dataset comprising 421,266 contracts from Ethereum.
UR - http://www.scopus.com/inward/record.url?scp=85199311487&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85199311487&partnerID=8YFLogxK
U2 - 10.1145/3634737.3659435
DO - 10.1145/3634737.3659435
M3 - Conference contribution
AN - SCOPUS:85199311487
T3 - ACM AsiaCCS 2024 - Proceedings of the 19th ACM Asia Conference on Computer and Communications Security
SP - 1955
EP - 1957
BT - ACM AsiaCCS 2024 - Proceedings of the 19th ACM Asia Conference on Computer and Communications Security
PB - Association for Computing Machinery, Inc
Y2 - 1 July 2024 through 5 July 2024
ER -