From Guessing to Seeing: Enhancing LLM-Based Program Repair via Trace-Guided Multi-strategy Debate
通过多智能体辩论引导的运行时执行轨迹指导的自动程序修复
专题命中 程序修复 :program repair(title,abstract);分类 cs.SE
AI总结 本文提出TraceRepair框架,利用运行时事实作为共享约束进行补丁验证,通过多智能体协作提高修复效率和泛化能力,实验显示其在修复缺陷和处理新 bug 数据集上表现优异。
Comments 13 pages, 4 figures, 10 tables. Accepted at the 41st IEEE/ACM International Conference on Automated Software Engineering (ASE 2026)