代码大模型 / AI 编程

Parameter-Efficient Fine-Tuning with Attributed Patch Semantic Graph for Automated Patch Correctness Assessment

基于属性补丁语义图的参数高效微调用于自动补丁正确性评估

Zhenyu Yang, Jingwen Wu, Zhen Yang, Zhongxing Yu

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

AI总结 本文提出基于属性补丁语义图的参数高效微调方法，用于提升自动补丁正确性评估的准确性和F1分数。

Comments 20 pages, 5 figures, 18 tables

Statistical Independence Aware Caching for LLM Workflows

面向LLM工作流的统计独立性感知缓存

Yihan Dai, Dimitrios Stamatios Bouras, Haoxiang Jia, Sergey Mechtaev

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

AI总结 Mnimi通过封装统计约束在LLM引用类型中，提升代码修复工作流的可重复性、调试效率和统计正确性。

Attention Pruning: Automated Fairness Repair of Language Models via Surrogate Simulated Annealing

注意力剪枝：通过代理模拟退火实现语言模型的自动公平性修复

Vishnu Asutosh Dasu, Md Rafi ur Rashid, Vipul Gupta, Saeid Tizpaz-Niari, Gang Tan

机构 * Pennsylvania State University（宾夕法尼亚州立大学） ； University of Illinois（伊利诺伊大学） 纠错

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

AI总结 本文提出注意力剪枝方法，通过代理模拟退火在LLMs中减少偏见，提升公平性。

Towards a Human-in-the-Loop Framework for Reliable Patch Evaluation Using an LLM-as-a-Judge

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

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

Designing for Novice Debuggers: A Pilot Study on an AI-Assisted Debugging Tool

Oka Kurniawan, Erick Chandra, Christopher M. Poskitt, Yannic Noller, Kenny Tsu Wei Choo, Cyrille Jegourel

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

Comments Accepted by the 25th Koli Calling International Conference on Computing Education Research (Koli Calling 2025)

Journal ref Proc. Koli Calling '25, Article No. 41, pages 1-7. ACM, 2025

Do Automated Fixes Truly Mitigate Smart Contract Exploits?

Sofia Bobadilla, Monica Jin, Martin Monperrus

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

Journal ref IEEE Transactions on Software Engineering, 2025

InspectCoder: Dynamic Analysis-Enabled Self Repair through interactive LLM-Debugger Collaboration

Yunkun Wang, Yue Zhang, Guochang Li, Chen Zhi, Binhua Li, Fei Huang, Yongbin Li, Shuiguang Deng

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

MAHL: Multi-Agent LLM-Guided Hierarchical Chiplet Design with Adaptive Debugging

Jinwei Tang, Jiayin Qin, Nuo Xu, Pragnya Sudershan Nalla, Yu Cao, Yang, Zhao, Caiwen Ding

机构 * University of Minnesota - Twin Cities（明尼苏达大学-双城分校） 纠错

专题命中 程序修复 ：code generation(abstract)；分类 cs.AI

Automated Repair of OpenID Connect Programs (Extended Version)

Tamjid Al Rahat, Yanju Chen, Yu Feng, Yuan Tian

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

Comments This is an extended version. The original paper is accepted to ASE 2025

Analyzing the Evolution and Maintenance of Quantum Software Repositories

Krishna Upadhyay, Vinaik Chhetri, A. B. Siddique, Umar Farooq

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

Comments 12 pages, 12 figures, 6 tables,

Journal ref IEEE Quantum Software Development (QSW), 2025

Crash Report Enhancement with Large Language Models: An Empirical Study

S M Farah Al Fahim, Md Nakhla Rafi, Zeyang Ma, Dong Jae Kim, Tse-Hsun, Chen

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

Integrating Large Language Models in Software Engineering Education: A Pilot Study through GitHub Repositories Mining

Maryam Khan, Muhammad Azeem Akbar, Jussi Kasurinen

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

Mokav: Execution-driven Differential Testing with LLMs

Khashayar Etemadi, Bardia Mohammadi, Zhendong Su, Martin Monperrus

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

Journal ref Journal of Systems and Software, 2025

LLMCup: Ranking-Enhanced Comment Updating with LLMs

Hua Ge, Juan Zhai, Minxue Pan, Fusen He, Ziyue Tan

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

Comments 13 pages, 10 figures

Focus Your Attention: Towards Data-Intuitive Lightweight Vision Transformers

Suyash Gaurav, Muhammad Farhan Humayun, Jukka Heikkonen, Jatin Chaudhary

机构 * Tokyo International University Tokyo（东京国际大学） ； University of Turku（图尔库大学） 纠错

专题命中 程序修复 ：repository(abstract)；分类 cs.LG

PAGENT: Learning to Patch Software Engineering Agents

Haoran Xue, Gias Uddin, Song Wang

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

Adversarial Reasoning for Repair Based on Inferred Program Intent

He Ye, Aidan Z. H. Yang, Chang Hu, Yanlin Wang, Tao Zhang, Claire Le Goues

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

Equational Anti-Unification over Absorption Theories

Mauricio Ayala-Rincon, David M. Cerna, Andres Felipe Gonzalez Barragan, Temur Kutsia

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

Comments 23 pages, 18 main text, under review

InfraFix: Technology-Agnostic Repair of Infrastructure as Code

Nuno Saavedra, João F. Ferreira, Alexandra Mendes

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

Comments Accepted at ISSTA 2025

An Anatomy of 488 Faults from Defects4J Based on the Control- and Data-Flow Graph Representations of Programs

Alexandra van der Spuy, Bernd Fischer

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

Comments 6 pages, 5 figures, EASE 2025 conference

RePurr: Automated Repair of Block-Based Learners' Programs

Sebastian Schweikl, Gordon Fraser

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

Comments 24 pages, ACM International Conference on the Foundations of Software Engineering (FSE 2025)

Agent That Debugs: Dynamic State-Guided Vulnerability Repair

Zhengyao Liu, Yunlong Ma, Jingxuan Xu, Junchen Ai, Xiang Gao, Hailong Sun, Abhik Roychoudhury

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

Studying and Understanding the Effectiveness and Failures of Conversational LLM-Based Repair

Aolin Chen, Haojun Wu, Qi Xin, Steven P. Reiss, Jifeng Xuan

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

Generating Mitigations for Downstream Projects to Neutralize Upstream Library Vulnerability

Zirui Chen, Xing Hu, Puhua Sun, Xin Xia, Xiaohu Yang

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

Bogus Bugs, Duplicates, and Revealing Comments: Data Quality Issues in NPR

Julian Aron Prenner, Romain Robbes

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

Empirical Research on Utilizing LLM-based Agents for Automated Bug Fixing via LangGraph

Jialin Wang, Zhihua Duan

专题命中 程序修复 ：code generation(abstract)；分类 cs.SE

MdEval: Massively Multilingual Code Debugging

Shukai Liu, Linzheng Chai, Jian Yang, Jiajun Shi, He Zhu, Liran Wang, Ke Jin, Wei Zhang, Hualei Zhu, Shuyue Guo, Tao Sun, Jiaheng Liu, Yunlong Duan, Yu Hao, Liqun Yang, Guanglin Niu, Ge Zhang, Zhoujun Li

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

Comments 15 pages

Automated Repair of Cyber-Physical Systems

Pablo Valle

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

Journal ref The 47th IEEE/ACM International Conference on Software Engineering: Doctoral Symposium (ICSE 2025 DS)

Evaluating Pre-Trained Models for Multi-Language Vulnerability Patching

Zanis Ali Khan, Aayush Garg, Yuejun Guo, Qiang Tang

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

There are More Fish in the Sea: Automated Vulnerability Repair via Binary Templates

Bo Lin, Shangwen Wang, Liqian Chen, Xiaoguang Mao

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

Comments 15 pages