Automated Smart Contract Vulnerability Detection using Fine-tuned Large Language Models

Author:

Yang Zhiju1ORCID,Man Gaoyuan2ORCID,Yue Songqing3ORCID

Affiliation:

1. Seattle University, USA

2. Arizona State University, USA

3. University of Wisconsin - Platteville, USA

Publisher

ACM

Reference43 articles.

1. Liyi Zhou, Xihan Xiong, Jens Ernstberger, Stefanos Chaliasos, Zhipeng Wang, Ye Wang, Kaihua Qin, Roger Wattenhofer, Dawn Song, and Arthur Gervais. Sok: Decentralized finance (defi) attacks. IEEE Symposium on Security and Privacy, 2023.

2. K. Qin, L. Zhou, B. Livshits, and A. Gervais, “Attacking the defi ecosystem with flash loans for fun and profit,” in International Conference on Financi al Cryptography and Data Security. Springer, 2021, pp. 3–32.

3. Y. Xue, M. Ma, Y. Lin, Y. Sui, J. Ye, and T. Peng, “Cross-contract static analysis for detecting practical reentrancy vulnerabilities in smart contracts,” in 2020 35th IEEE/ACM International Conference on Automated Software Engineering (ASE). IEEE, 2020

4. P. Daian, S. Goldfeder, T. Kell, Y. Li, X. Zhao, I. Bentov, L. Breidenbach, and A. Juels, “Flash boys 2.0: Frontrunning in decentralized exchanges, miner extractable value, and consensus instability,” in 2020 IEEE Symposium on Security and Privacy (SP). IEEE, 2020.

5. Zhang Zhuo Brian Zhang Wen Xu and Zhiqiang Lin. "Demystifying Exploitable Bugs in Smart Contracts." ICSE 2023.

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