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Related papers: FixMiner: Mining Relevant Fix Patterns for Automat…

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To support software developers in finding and fixing software bugs, several automated program repair techniques have been introduced. Given a test suite, standard methods usually either synthesize a repair, or navigate a search space of…

Software Engineering · Computer Science 2023-01-23 Dominik Sobania , Martin Briesch , Carol Hanna , Justyna Petke

Automated Program Repair (APR) proposes bug fixes to aid developers in maintaining software. The state of the art in this domain focuses on LLMs, leveraging their strong capabilities to comprehend specifications in natural language and to…

Software Engineering · Computer Science 2026-02-23 Viola Campos , Ridwan Shariffdeen , Adrian Ulges , Yannic Noller

Performance bugs challenge software development, degrading performance and wasting computational resources. Software developers invest substantial effort in addressing these issues. Curating these performance bugs can offer valuable…

Software Engineering · Computer Science 2024-06-18 Md Abul Kalam Azad , Manoj Alexender , Matthew Alexender , Syed Salauddin Mohammad Tariq , Foyzul Hassan , Probir Roy

Despite significant advances in automatic program repair (APR)techniques over the past decade, practical deployment remains an elusive goal. One of the important challenges in this regard is the general inability of current APR techniques…

Software Engineering · Computer Science 2019-06-24 Seemanta Saha , Ripon K. Saha , Mukul R. Prasad

The way developers edit day-to-day code tends to be repetitive, often using existing code elements. Many researchers have tried to automate repetitive code changes by learning from specific change templates which are applied to limited…

Software Engineering · Computer Science 2022-04-21 Saikat Chakraborty , Yangruibo Ding , Miltiadis Allamanis , Baishakhi Ray

Retrieving the correct set of files from a large codebase is a crucial step in Automated Program Repair (APR). High recall is necessary to ensure that the relevant files are included, but simply increasing the number of retrieved files…

Software Engineering · Computer Science 2026-04-14 Mahir Labib Dihan , Faria Binta Awal , Md. Ishrak Ahsan

Automated Program Repair (APR) has evolved significantly with the advent of Large Language Models (LLMs). Fine-tuning LLMs for program repair is a recent avenue of research, with many dimensions which have not been explored. Existing work…

Software Engineering · Computer Science 2025-09-08 André Silva , Sen Fang , Martin Monperrus

Smart contracts are susceptible to various security issues, among which access control (AC) vulnerabilities are particularly critical. While existing research has proposed multiple detection tools, the automatic and appropriate repair of AC…

Software Engineering · Computer Science 2025-07-22 Lyuye Zhang , Kaixuan Li , Kairan Sun , Daoyuan Wu , Ye Liu , Haoye Tian , Yang Liu

Commits often involve refactorings -- behavior-preserving code modifications aiming at software design improvements. Refactoring operations pose a challenge to code reviewers, as distinguishing them from behavior-altering changes is often…

Software Engineering · Computer Science 2025-02-26 Benjamin Ritz , Aleksandar Karakaš , Denis Helic

This work proposes PatchNet, an automated tool based on hierarchical deep learning for classifying patches by extracting features from commit messages and code changes. PatchNet contains a deep hierarchical structure that mirrors the…

Software Engineering · Computer Science 2019-03-27 Thong Hoang , Julia Lawall , Richard J. Oentaryo , Yuan Tian , David Lo

Software undergoes constant changes to support new requirements, address bugs, enhance performance, and ensure maintainability. Thus, developers spend a great portion of their workday trying to understand and review the code changes of…

Software Engineering · Computer Science 2024-08-26 Pouria Alikhanifard , Nikolaos Tsantalis

It is widely recognized that program repair tools need to have a high precision to be useful, i.e., the generated patches need to have a high probability to be correct. However, it is fundamentally difficult to ensure the correctness of the…

Software Engineering · Computer Science 2020-04-28 Jingjing Liang , Ruyi Ji , Jiajun Jiang , Yiling Lou , Yingfei Xiong , Gang Huang

Automated Program Repair (APR) improves developer productivity by saving debugging and bug-fixing time. While APR has been extensively explored for C/C++ and Java programs, there is little research on bugs in PHP programs due to the lack of…

Software Engineering · Computer Science 2024-01-23 K. D. Pramod , W. T. N. De Silva , W. U. K. Thabrew , Ridwan Shariffdeen , Sandareka Wickramanayake

Automatic Program Repair (APR) aims at fixing buggy source code with less manual debugging efforts, which plays a vital role in improving software reliability and development productivity. Recent APR works have achieved remarkable progress…

Software Engineering · Computer Science 2022-12-06 Wei Yuan , Quanjun Zhang , Tieke He , Chunrong Fang , Nguyen Quoc Viet Hung , Xiaodong Hao , Hongzhi Yin

Automatic Program Repair (APR) techniques can promisingly help reducing the cost of debugging. Many relevant APR techniques follow the generate-and-validate approach, that is, the faulty program is iteratively modified with different change…

Software Engineering · Computer Science 2022-05-06 Davide Ginelli , Matias Martinez , Leonardo Mariani , Martin Monperrus

Large Language Models (LLMs) have emerged as promising tools in software development, enabling automated code generation and analysis. However, their knowledge is limited to a fixed cutoff date, making them prone to generating code…

Cryptography and Security · Computer Science 2025-12-01 Minjae Seo , Wonwoo Choi , Myoungsung You , Seungwon Shin

Patching severe security flaws in complex software remains a major challenge. While automated tools like fuzzers efficiently discover bugs, fixing deep-rooted low-level faults (e.g., use-after-free and memory corruption) still requires…

Software Engineering · Computer Science 2026-04-07 Maolin Sun , Yibiao Yang , Xuanlin Liu , Yuming Zhou , Baowen Xu

This paper describes AutoFix, an automatic debugging technique that can fix faults in general-purpose software. To provide high-quality fix suggestions and to enable automation of the whole debugging process, AutoFix relies on the presence…

Software Engineering · Computer Science 2014-05-22 Yu Pei , Carlo A. Furia , Martin Nordio , Yi Wei , Bertrand Meyer , Andreas Zeller

The most natural method for evaluating program repair systems is to run them on bug datasets, such as Defects4J. Yet, using this evaluation technique on arbitrary real-world programs requires heavy configuration. In this paper, we propose a…

Software Engineering · Computer Science 2022-02-22 Khashayar Etemadi , Niloofar Tarighat , Siddharth Yadav , Matias Martinez , Martin Monperrus

This paper presents AppTechMiner, a rule-based information extraction framework that automatically constructs a knowledge base of all application areas and problem solving techniques. Techniques include tools, methods, datasets or…

Computation and Language · Computer Science 2017-11-15 Mayank Singh , Soham Dan , Sanyam Agarwal , Pawan Goyal , Animesh Mukherjee