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cs.SE2025
Empirical Research on Utilizing LLM-based Agents for Automated Bug Fixing via LangGraph
Jialin Wang, Zhihua Duan
This paper presents a novel framework for automated code generation and debugging, designed to improve accuracy, efficiency, and scalability in software development. The proposed s…
cs.SE2024
AutoTest: Evolutionary Code Solution Selection with Test Cases
Zhihua Duan, Jialin Wang
With the development of code generation techniques, selecting the correct code solution from multiple candidate solutions has become a crucial task. This study proposes AutoTest, a…