From the 2 of 19 linked papers with an AI index.
19 papers
MRCoder: An Efficient Context Selecting Approach for Repository-Level Code Generation
Peiding Wang, Li Zhang, Fang Liu
The paper introduces MRCoder, a map-reduce based framework that selects and refines repository-specific code context using lightweight draft models, improving the accuracy and effi…
CodeSpec: Dual Executable Specifications for Agentic Long-Horizon Feature Development
Peiding Wang, Li Zhang, Fang Liu +2
The paper introduces CodeSpec, a method that creates paired architecture and behavior specifications to guide LLM-based code agents in developing new features across existing codeb…
Benchmarking Requirement-to-Architecture Generation with Hybrid Evaluation
Minxiao Li, Li Zhang, Shuying Yan +4
Software architecture serves as the blueprint of a software system, capturing high-level structural decisions that shape downstream implementation and system quality. Despite this…
ContraFix: Skill-Enhanced Contrastive Runtime Analysis for Vulnerability Repair
Simiao Liu, Fang Liu, Peiding Wang +4
As software systems grow increasingly complex, automated vulnerability repair (AVR) remains difficult because the materials available to a repair system are usually failure artifac…
MemRepair: Hierarchical Memory for Agentic Repository-Level Vulnerability Repair
Simiao Liu, Li Zhang, Fang Liu +3
Modern software ecosystems face a rapidly growing number of disclosed vulnerabilities, increasing the need for automated repair techniques that can operate reliably at repository s…
An Empirical Study of Interaction Smells in Multi-Turn Human-LLM Collaborative Code Generation
Binquan Zhang, Li Zhang, Lin Shi +6
Large Language Models (LLMs) have revolutionized code generation, evolving from static tools into dynamic conversational interfaces that facilitate complex, multi-turn collaborativ…