4 papers
Beyond Textual Repository Exploration: Dual-Modal Structural Reasoning for Agentic Issue Resolution
Jiayi Zhang, Kai Huang, Yang Liu +1
Recent advances in agentic program repair have significantly improved issue resolution by enabling iterative repository exploration. However, existing approaches predominantly rely…
DeepFWI: Identifying Bug-Sensitive Warnings with Multi-Modal Code-Warning Semantics
Han Liu, Jian Zhang, Cen Zhang +7
Static analysis tools have evolved over time to assist in detecting bugs. However, the excessive false warnings can impede developers' productivity and confidence in the tools. Pre…
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…
Repair Ingredients Are All You Need: Improving Large Language Model-Based Program Repair via Repair Ingredients Search
Jiayi Zhang, Kai Huang, Jian Zhang +2
Automated Program Repair (APR) techniques aim to automatically fix buggy programs. Among these, Large Language Model-based (LLM-based) approaches have shown great promise. Recent a…