2 citations · 2 across the 2 of their papers we have counts for
13 papers
Detecting Vulnerability-Inducing Commits via Multi-Stage Reasoning with LLM-Based Agents
Liyou Chen, Hailong Sun, Xiang Gao +1
Detecting vulnerability-inducing commits (VICs) at submission time is critical for improving the security and reliability of software systems. However, this task is highly challeng…
Generating Project-Specific Test Cases with Requirement Validation Intention
Binhang Qi, Yun Lin, Xinyi Weng +5
Test cases are valuable assets for maintaining software quality. State-of-the-art automated test generation techniques typically focus on maximizing program branch coverage or tran…
Vulnerability Identification by Harnessing Inter-connected Multi-Source Information
Liyou Chen, Hailong Sun, Xiang Gao +3
The utilization of third-party open-source libraries is widespread in modern software development. Due to the dependency relationships, vulnerabilities within open-source libraries…
Generalizing Test Cases for Comprehensive Test Scenario Coverage
Binhang Qi, Yun Lin, Xinyi Weng +4
Test cases are essential for software development and maintenance. In practice, developers derive multiple test cases from an implicit pattern based on their understanding of requi…
MASFuzzer: Fuzz Driver Generation and Adaptive Scheduling via Multidimensional API Sequences
Xingyu Liu, Zengqin Huang, Xiang Gao +1
Fuzz testing of software libraries relies on fuzz drivers to invoke library APIs. Traditionally, these drivers are written manually by developers - a process that is time-consuming…
Code2Bench: Scaling Source and Rigor for Dynamic Benchmark Construction
Zhe Zhang, Runlin Liu, Aishan Liu +3
The evaluation of code-generating Large Language Models (LLMs) is fundamentally constrained by two intertwined challenges: a reliance on static, easily contaminated problem sources…