4 papers
Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning
Siyu Chen, Jiongyi Yang, Xiang Chen +3
Context: Software vulnerabilities pose a significant threat to modern software systems, as evidenced by the growing number of reported vulnerabilities and cyberattacks. These escal…
Evaluating and Improving Large Language Models for Competitive Program Generation
Minnan Wei, Ziming Li, Xiang Chen +5
Context: Due to the demand for strong algorithmic reasoning, complex logic implementation, and strict adherence to input/output formats and resource constraints, competitive progra…
A Systematic Literature Review on Neural Code Translation
Xiang Chen, Jiacheng Xue, Xiaofei Xie +2
Code translation aims to convert code from one programming language to another automatically. It is motivated by the need for multi-language software development and legacy system…
An Empirical Study of OpenAI API Discussions on Stack Overflow
Xiang Chen, Jibin Wang, Chaoyang Gao +2
The rapid advancement of large language models (LLMs), represented by OpenAI's GPT series, has significantly impacted various domains such as natural language processing, software…