Large language model for vulnerability detection and repair: Literature review and the road ahead

X Zhou, S Cao, X Sun, D Lo - ACM Transactions on Software …, 2024 - dl.acm.org
The significant advancements in Large Language Models (LLMs) have resulted in their
widespread adoption across various tasks within Software Engineering (SE), including …

[PDF][PDF] SALLM: Security Assessment of Generated Code

ML Siddiq, J Santos, S Devareddy… - arxiv preprint arxiv …, 2023 - lsiddiqsunny.github.io
With the growing popularity of Large Language Models (LLMs) in software engineers' daily
practices, it is important to ensure that the code generated by these tools is not only …

Collaborative agents for software engineering

D Tang, Z Chen, K Kim, Y Song, H Tian… - arxiv e …, 2024 - ui.adsabs.harvard.edu
Code review is a heavily collaborative process, which aims at ensuring the overall quality
and reliability of software. While it provides massive benefits, the implementation of code …

Beyond functional correctness: Investigating coding style inconsistencies in large language models

Y Wang, T Jiang, M Liu, J Chen, Z Zheng - arxiv preprint arxiv:2407.00456, 2024 - arxiv.org
Large language models (LLMs) have brought a paradigm shift to the field of code
generation, offering the potential to enhance the software development process. However …

CodeAgent: Autonomous Communicative Agents for Code Review

X Tang, K Kim, Y Song, C Lothritz, B Li… - Proceedings of the …, 2024 - aclanthology.org
Code review, which aims at ensuring the overall quality and reliability of software, is a
cornerstone of software development. Unfortunately, while crucial, Code review is a labor …

Sallm: Security assessment of generated code

ML Siddiq, JC da Silva Santos, S Devareddy… - Proceedings of the 39th …, 2024 - dl.acm.org
With the growing popularity of Large Language Models (LLMs) in software engineers' daily
practices, it is important to ensure that the code generated by these tools is not only …

Robust vulnerability detection in solidity-based ethereum smart contracts using fine-tuned transformer encoder models

J Kim, S Lee, H Kim - IEEE Access, 2024 - ieeexplore.ieee.org
The rapid expansion of blockchain technology, particularly Ethereum, has driven
widespread adoption of smart contracts. However, the security of these contracts remains a …

Exploring AI for Vulnerability Detection and Repair

O Ezenwoye, E Pinconschi… - 2024 Cyber Awareness …, 2024 - ieeexplore.ieee.org
As modern applications become more complex, enhancing tools and techniques for
detecting and addressing vulnerabilities is crucial. AI and ML are increasingly valuable in …

[PDF][PDF] Patch Overfitting in Program Repair: A Survey

H Tian, L Li, H Zhang, J Grundy, J Klein, TF Bissyandé… - researchgate.net
Automatic program repair (APR) has established itself as a promising approach for
enhancing software maintenance and reducing manual bug fixing efforts. Despite its …