most citedLLM4Vuln: A Unified Evaluation Framework for Decoupling and Enhancing LLMs' Vulnerability Reasoning

19 citations · 38 across the 6 of their papers we have counts for

collaborators

7 papers

cs.CR2024★ 2 cited

Enhancing Code Vulnerability Detection via Vulnerability-Preserving Data Augmentation

Shangqing Liu, Wei Ma, Jian Wang +3

Source code vulnerability detection aims to identify inherent vulnerabilities to safeguard software systems from potential attacks. Many prior studies overlook diverse vulnerabilit…

cs.SE2024★ 3 cited

Open-Source AI-based SE Tools: Opportunities and Challenges of Collaborative Software Learning

Zhihao Lin, Wei Ma, Tao Lin +7

Large Language Models (LLMs) have become instrumental in advancing software engineering (SE) tasks, showcasing their efficacy in code understanding and beyond. Like traditional SE…

cs.SE2024★ 3 cited

Evaluating Large Language Models for Line-Level Vulnerability Localization

Jian Zhang, Chong Wang, Anran Li +4

Recently, Automated Vulnerability Localization (AVL) has attracted growing attention, aiming to facilitate diagnosis by pinpointing the specific lines of code responsible for vulne…

cs.SE2024★ 5 cited

SoK: Comprehensive Analysis of Rug Pull Causes, Datasets, and Detection Tools in DeFi

Dianxiang Sun, Wei Ma, Liming Nie +1

Rug pulls pose a grave threat to the cryptocurrency ecosystem, leading to substantial financial loss and undermining trust in decentralized finance (DeFi) projects. With the emerge…

cs.SE2024★ 6 cited

Combining Fine-Tuning and LLM-based Agents for Intuitive Smart Contract Auditing with Justifications

Wei Ma, Daoyuan Wu, Yuqiang Sun +5

Smart contracts are decentralized applications built atop blockchains like Ethereum. Recent research has shown that large language models (LLMs) have potential in auditing smart co…

cs.CR2024★ 19 cited

LLM4Vuln: A Unified Evaluation Framework for Decoupling and Enhancing LLMs' Vulnerability Reasoning

Yuqiang Sun, Daoyuan Wu, Yue Xue +5

Large language models (LLMs) have demonstrated significant potential in various tasks, including those requiring human-level intelligence, such as vulnerability detection. However,…

cs.SE2023

Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs

Wei Ma, Zhihao Lin, Shangqing Liu +8

Code analysis is fundamental in Software Engineering, supporting debugging, optimization, and security assessment. Human developers approach it through syntax parsing, static seman…