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Millions of open-source projects with numerous bug fixes are available in code repositories. This proliferation of software development histories can be leveraged to learn how to fix common programming bugs. To explore such a potential, we…

Software Engineering · Computer Science 2019-05-22 Michele Tufano , Cody Watson , Gabriele Bavota , Massimiliano Di Penta , Martin White , Denys Poshyvanyk

Software debugging is tedious, time-consuming, and even error-prone by itself. So, various automated debugging techniques have been proposed in the literature to facilitate the debugging process. Automated Program Repair (APR) is one of the…

Software Engineering · Computer Science 2018-07-11 Ali Ghanbari , Lingming Zhang

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

Program repair research has made tremendous progress over the last few years, and software development bots are now being invented to help developers gain productivity. In this paper, we investigate the concept of a " program repair bot "…

Software Engineering · Computer Science 2019-03-11 Simon Urli , Zhongxing Yu , Lionel Seinturier , Martin Monperrus

Correcting bugs using modern Automated Program Repair (APR) can be both time-consuming and resource-expensive. We describe a program repair approach that aims to improve the scalability of modern APR tools. The approach leverages program…

Software Engineering · Computer Science 2024-08-05 Linas Vidziunas , David Binkley , Leon Moonen

Due to its potential to improve programmer productivity and software quality, automated program repair has been an active topic of research. Newer techniques harness neural networks to learn directly from examples of buggy programs and…

Machine Learning · Computer Science 2019-04-04 Marko Vasic , Aditya Kanade , Petros Maniatis , David Bieber , Rishabh Singh

Large language models (LLMs) are effective for automated program repair, but plausible patches that pass the full test suite often rewrite more code than necessary, increasing review and maintenance costs. This over-editing is common…

Software Engineering · Computer Science 2026-04-07 Boyang Yang , Zijian Cai , Shunfu Jin , Haoye Tian

Machine learning-based program analyses have recently shown the promise of integrating formal and probabilistic reasoning towards aiding software development. However, in the absence of large annotated corpora, training these analyses is…

Machine Learning · Computer Science 2021-11-17 Miltiadis Allamanis , Henry Jackson-Flux , Marc Brockschmidt

Timely patching is paramount to safeguard users and maintainers against dire consequences of malicious attacks. In practice, patching is prioritized following the nature of the code change that is committed in the code repository. When such…

Software Engineering · Computer Science 2020-01-27 Arthur D. Sawadogo , Tegawendé F. Bissyandé , Naouel Moha , Kevin Allix , Jacques Klein , Li Li , Yves Le Traon

In the field of automated program repair, the redundancy assumption claims large programs contain the seeds of their own repair. However, most redundancy-based program repair techniques do not reason about the repair ingredients---the code…

Software Engineering · Computer Science 2023-10-13 Martin White , Michele Tufano , Matias Martinez , Martin Monperrus , Denys Poshyvanyk

Automated Program Repair (APR) aims to help developers automatically patch software bugs. However, current state-of-the-art traditional and learning-based APR techniques face the problem of limited patch variety, failing to fix complicated…

Software Engineering · Computer Science 2024-12-11 Chunqiu Steven Xia , Yuxiang Wei , Lingming Zhang

The exercise of detecting similar bug reports in bug tracking systems is known as duplicate bug report detection. Having prior knowledge of a bug report's existence reduces efforts put into debugging problems and identifying the root cause.…

Software Engineering · Computer Science 2023-11-15 Avinash Patil , Aryan Jadon

In this work, we propose a novel perspective to the problem of patch correctness assessment: a correct patch implements changes that "answer" to a problem posed by buggy behaviour. Concretely, we turn the patch correctness assessment into a…

Software Engineering · Computer Science 2022-09-02 Haoye Tian , Xunzhu Tang , Andrew Habib , Shangwen Wang , Kui Liu , Xin Xia , Jacques Klein , Tegawendé F. Bissyandé

Is it possible to patch software bugs in P4 programs without human involvement? We show that this is partially possible in many cases due to advances in software testing and the structure of P4 programs. Our insight is that runtime…

Software Engineering · Computer Science 2020-04-28 Apoorv Shukla , Kevin Hudemann , Zsolt Vági , Lily Hügerich , Georgios Smaragdakis , Stefan Schmid , Artur Hecker , Anja Feldmann

Automated program repair (APR) aims to automatize the process of repairing software bugs in order to reduce the cost of maintaining software programs. Moreover, the success (given by the accuracy metric) of APR approaches has increased in…

Software Engineering · Computer Science 2024-02-06 Matias Martinez , Silverio Martínez-Fernández , Xavier Franch

The existing deep learning (DL)-based automated program repair (APR) models are limited in fixing general software defects. % We present {\tool}, a DL-based approach that supports fixing for the general bugs that require dependent changes…

Software Engineering · Computer Science 2022-05-05 Yi Li , Shaohua Wang , Tien N. Nguyen

In software development, fixing bugs is an important task that is time consuming and cost-sensitive. While many approaches have been proposed to automatically detect and patch software code, the strategies are limited to a set of identified…

Software Engineering · Computer Science 2015-07-22 Tegawendé F. Bissyandé

This work is motivated by the pervasive use of method invocations in object-oriented (OO) programs, and indeed their prevalence in patches of OO-program bugs. We propose a generate-and-validate repair technique, called ELIXIR designed to be…

Software Engineering · Computer Science 2021-12-22 Ripon K. Saha , Yingjun Lyu , Hiroaki Yoshida , Mukul R. Prasad

In the context of test case based automated program repair (APR), the research community call the patches that pass all the test cases but fail to actually fix the bug test case overfitted patches. Currently, overfitted patches has to be…

Software Engineering · Computer Science 2020-07-27 Ali Ghanbari

Just-In-Time defect prediction (JIT-DP) models can identify defect-inducing commits at check-in time. Even though previous studies have achieved a great progress, these studies still have the following limitations: 1) useful information…

Software Engineering · Computer Science 2022-04-12 Chao Ni , Kaiwen Yang , Xin Xia , David Lo , Xiang Chen , Xiaohu Yang