3 papers
cs.SE2026
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…
cs.SE2025
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…
cs.SE2025
Seeing is Fixing: Cross-Modal Reasoning with Multimodal LLMs for Visual Software Issue Fixing
Kai Huang, Jian Zhang, Xiaofei Xie +1
Large language model-(LLM) based automated program repair (APR) techniques have shown promising results in resolving real-world GitHub issue tasks. Existing APR systems are primari…