代码大模型 / AI 编程

DynaFix: Iterative Automated Program Repair Driven by Execution-Level Dynamic Information

DynaFix：基于执行级动态信息的迭代自动程序修复

Zhili Huang, Ling Xu, Chao Liu, Weifeng Sun, Xu Zhang, Yan Lei, Meng Yan, Hongyu Zhang

机构 * Chongqing University（重庆大学） 纠错

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.AI

AI总结 DynaFix通过迭代利用运行时动态信息改进程序修复，利用变量状态、控制流路径和调用栈等结构化提示引导LLM生成候选补丁，有效提升修复效率和准确性。

Comments 30 pages, 11 figures, preprint version

PatchRecall: Patch-Driven Retrieval for Automated Program Repair

PatchRecall: 基于补丁的检索用于自动化程序修复

Mahir Labib Dihan, Faria Binta Awal, Md. Ishrak Ahsan

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.CL

AI总结 PatchRecall通过结合代码库检索与历史检索策略，在提升召回率的同时保持简洁，实验表明其在SWE-Bench上实现了更高的召回率且不显著增加检索文件数量，从而提升自动化程序修复效果。

Comments Code is available at https://www.kaggle.com/code/mahirlabibdihan/swe-bench-pag

On the Role of Fault Localization Context for LLM-Based Program Repair

关于基于LLM的程序修复中故障定位上下文的作用

Melika Sepidband, Hung Viet Pham, Hadi Hemmati

机构 * York University（约克大学） 纠错

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.AI

AI总结 研究探讨了LLM基于程序修复中故障定位上下文的影响，发现文件级上下文对修复性能提升显著，而元素级和行级上下文效果不一，LLM检索优于传统方法。

Comments 30 pages, 8 figures

Dynamic Cogeneration of Bug Reproduction Test in Agentic Program Repair

代理程序修复中的动态共生测试生成

Runxiang Cheng, Michele Tufano, José Cambronero, Renyao Wei, Sherry Shi, Grant Uy, Pat Rondon, Franjo Ivančić

机构 * Google, USA（谷歌（美国）） 纠错

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.AI

AI总结 本文研究了在程序修复中动态共生生成测试的方法，通过在同一补丁中生成修复和测试用例，提高修复的可信度并减少维护成本。

Self-Bootstrapping Automated Program Repair: Using LLMs to Generate and Evaluate Synthetic Training Data for Bug Repair

自bootstrap自动程序修复：利用LLMs生成和评估合成训练数据以修复bug

David de-Fitero-Dominguez, Antonio Garcia-Cabot, Eva Garcia-Lopez

机构 * Departamento de Ciencias de la Computación, Universidad de Alcalá（阿尔卡拉大学计算机科学系） 纠错

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.AI

AI总结 本文提出一种利用LLMs生成合成数据提升自动程序修复的方法，通过生成和评估代码bug与修复代码的配对示例，提升修复准确率，实验显示在VulRepair数据集上Top@1和Top@5表现显著提升。

Journal ref Expert Systems with Applications 319 (2026)

Automated Program Repair of Uncompilable Student Code

不可编译学生代码的自动化程序修复

Griffin Pitts, Aum Pandya, Darsh Rank, Tirth Bhatt, Muntasir Hoq, Bita Akram

机构 * North Carolina State University（北卡罗来纳州立大学） 纠错

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.AI

AI总结 本研究利用大型语言模型修复不可编译的学生代码，以保留其结构意图，从而提升学生建模和知识追踪的分析能力。

Comments In Proceedings of the 57th ACM Technical Symposium on Computer Science Education V.2 (SIGCSE TS 2026)

Collaborative Agents for Automated Program Repair in Ruby

Nikta Akbarpour, Mahdieh Sadat Benis, Fatemeh Hendijani Fard, Ali Ouni, Mohamed Aymen Saied

机构 * University of British Columbia（不列颠哥伦比亚大学） ； Laval university（拉瓦尔大学） 纠错

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.AI

RepairBench: Leaderboard of Frontier Models for Program Repair

André Silva, Martin Monperrus

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.LG

Journal ref Proceedings of the International Workshop on Large Language Models for Code (LLM4Code), 2025

Integrating Various Software Artifacts for Better LLM-based Bug Localization and Program Repair

Qiong Feng, Xiaotian Ma, Jiayi Sheng, Ziyuan Feng, Wei Song, Peng Liang

机构 * Nanjing University of Science and Technology（南京理工大学） ； State Key Lab. for Novel Software Technology, Nanjing University（南京大学新型软件技术国家重点实验室） ； School of Computer Science, Wuhan University（武汉大学计算机学院） 纠错

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.AI

Comments Preprint accepted for publication in ACM Transactions on Software Engineering and Methodology (TOSEM), 2025

RepairLLaMA: Efficient Representations and Fine-Tuned Adapters for Program Repair

André Silva, Sen Fang, Martin Monperrus

机构 * KTH Royal Institute of Technology（皇家理工学院） ； NC State University（北卡罗来纳州立大学） 纠错

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.LG

Comments Accepted to IEEE TSE

Journal ref IEEE Transactions on Software Engineering, 2025

From Benchmark Data To Applicable Program Repair: An Experience Report

Mahinthan Chandramohan, Jovan Jancic, Yuntong Zhang, Padmanabhan Krishnan

机构 * National University of Singapore（国立新加坡大学） ； Oracle Labs Brisbane, Australia（Oracle布里斯班实验室） 纠错

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.AI

$T^3$: Multi-level Tree-based Automatic Program Repair with Large Language Models

Quanming Liu, Xupeng Bu, Zhichao Yan, Ru Li

机构 * School of Computer and Information Technology（计算机与信息科技学院） ； Shanxi University（山西大学） 纠错

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.AI

MergeRepair: An Exploratory Study on Merging Task-Specific Adapters in Code LLMs for Automated Program Repair

Meghdad Dehghan, Jie JW Wu, Fatemeh H. Fard, Ali Ouni

机构 * University of British Columbia, Department of Computer Science（不列颠哥伦比亚大学计算机科学系） ； École de technologie supérieure, Department of Software and IT Engineering（高等技术学院软件与信息技术工程系） 纠错

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.AI

Towards Effectively Leveraging Execution Traces for Program Repair with Code LLMs

Mirazul Haque, Petr Babkin, Farima Farmahinifarahani, Manuela Veloso

机构 * J. P. Morgan AI Research（摩根大通AI研究） 纠错

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.LG

Evaluating the Generalizability of LLMs in Automated Program Repair

Fengjie Li, Jiajun Jiang, Jiajun Sun, Hongyu Zhang

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.AI

Comments 5 pages, 1 figure, to be published in ICSE2025-NIER

Agentic Bug Reproduction for Effective Automated Program Repair at Google

Runxiang Cheng, Michele Tufano, Jürgen Cito, José Cambronero, Pat Rondon, Renyao Wei, Aaron Sun, Satish Chandra

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.AI

Less is More: Adaptive Program Repair with Bug Localization and Preference Learning

Zhenlong Dai, Bingrui Chen, Zhuoluo Zhao, Xiu Tang, Sai Wu, Chang Yao, Zhipeng Gao, Jingyuan Chen

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.CL

Comments accepted by AAAI2025 Oral

Counterexample Guided Program Repair Using Zero-Shot Learning and MaxSAT-based Fault Localization

Pedro Orvalho, Mikoláš Janota, Vasco Manquinho

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.AI

Comments Accepted at AAAI 2025. 11 pages, 4 listings, 2 figures and 5 tables

Repository-Level Graph Representation Learning for Enhanced Security Patch Detection

Xin-Cheng Wen, Zirui Lin, Cuiyun Gao, Hongyu Zhang, Yong Wang, Qing Liao

专题命中 程序修复 ：repository(title,abstract)；分类 cs.SE、cs.AI

Comments 13 pages. This paper is accepted by ICSE 2025

Towards Reliable Evaluation of Neural Program Repair with Natural Robustness Testing

Thanh Le-Cong, Dat Nguyen, Bach Le, Toby Murray

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.AI

RepairAgent: An Autonomous, LLM-Based Agent for Program Repair

Islem Bouzenia, Premkumar Devanbu, Michael Pradel

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.AI

Exploring the Potential of Conversational Test Suite Based Program Repair on SWE-bench

Anton Cheshkov, Pavel Zadorozhny, Rodion Levichev, Evgeny Maslov, Ronaldo Franco Jaldin

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.AI

Comments 3 pages, 2 figures, 1 algorithm, appendix

Enhancing Automated Program Repair with Solution Design

Jiuang Zhao, Donghao Yang, Li Zhang, Xiaoli Lian, Zitian Yang, Fang Liu

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.AI

Comments *These authors contributed equally to this work. †Corresponding author. Will appear in ase'24

RePair: Automated Program Repair with Process-based Feedback

Yuze Zhao, Zhenya Huang, Yixiao Ma, Rui Li, Kai Zhang, Hao Jiang, Qi Liu, Linbo Zhu, Yu Su

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.CL

Comments 15 pages, 13 figures

Journal ref ACL 2024 Findings

CigaR: Cost-efficient Program Repair with LLMs

Dávid Hidvégi, Khashayar Etemadi, Sofia Bobadilla, Martin Monperrus

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.LG

Automated Program Repair: Emerging trends pose and expose problems for benchmarks

Joseph Renzullo, Pemma Reiter, Westley Weimer, Stephanie Forrest

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.LG

Comments 16 pages, 1 table, submitted to ACM Computing Surveys

ENCORE: Ensemble Learning using Convolution Neural Machine Translation for Automatic Program Repair

Thibaud Lutellier, Lawrence Pang, Viet Hung Pham, Moshi Wei, Lin Tan

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.LG

ConDefects: A New Dataset to Address the Data Leakage Concern for LLM-based Fault Localization and Program Repair

Yonghao Wu, Zheng Li, Jie M. Zhang, Yong Liu

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.AI

Comments 5pages, 3 figures

RAP-Gen: Retrieval-Augmented Patch Generation with CodeT5 for Automatic Program Repair

Weishi Wang, Yue Wang, Shafiq Joty, Steven C. H. Hoi

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.CL

Comments FSE 2023, Long paper

Enhancing Automated Program Repair through Fine-tuning and Prompt Engineering

Rishov Paul, Md. Mohib Hossain, Mohammed Latif Siddiq, Masum Hasan, Anindya Iqbal, Joanna C. S. Santos

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE、cs.LG

Comments 12 pages, 2 figures, 4 tables