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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…

机器学习 · 计算机科学 2021-11-17 Miltiadis Allamanis , Henry Jackson-Flux , Marc Brockschmidt

Modern automated program repair (APR) is well-tuned to finding and repairing bugs that introduce observable erroneous behavior to a program. However, a significant class of bugs does not lead to such observable behavior (e.g.,…

软件工程 · 计算机科学 2022-11-09 Omar I. Al-Bataineh , Leon Moonen

One of the most important tasks related to managing bug reports is localizing the fault so that a fix can be applied. As such, prior work has aimed to automate this task of bug localization by formulating it as an information retrieval…

This paper is about understanding the nature of bug fixing by analyzing thousands of bug fix transactions of software repositories. It then places this learned knowledge in the context of automated program repair. We give extensive…

软件工程 · 计算机科学 2018-07-06 Matias Martinez , Martin Monperrus

Issue resolution and bug-fixing processes are essential in the development of machine-learning libraries, similar to software development, to ensure well-optimized functions. Understanding the issue resolution and bug-fixing process of…

软件工程 · 计算机科学 2023-12-12 Adekunle Ajibode , Dong Yunwei , Yang Hongji

Software bugs in a production environment have an undesirable impact on quality of service, unplanned system downtime, and disruption in good customer experience, resulting in loss of revenue and reputation. Existing approaches to automated…

软件工程 · 计算机科学 2020-02-21 Anusha Bableshwar , Arun Ravindran , Manoj Iyer

Software bugs are common and correcting them accounts for a significant part of costs in the software development and maintenance process. This calls for automatic techniques to deal with them. One promising direction towards this goal is…

Benchmarks are among the main drivers of progress in software engineering research. However, many current benchmarks are limited by inadequate system oracles and sparse unit tests. Our Tests4Py benchmark, derived from the BugsInPy…

软件工程 · 计算机科学 2024-05-15 Marius Smytzek , Martin Eberlein , Batuhan Serce , Lars Grunske , Andreas Zeller

Automated program repair is a crucial task for improving the efficiency of software developers. Recently, neural-based techniques have demonstrated significant promise in generating correct patches for buggy code snippets. However, most…

软件工程 · 计算机科学 2023-05-17 Yuwei Zhang , Ge Li , Zhi Jin , Ying Xing

Realistic benchmarks of reproducible bugs and fixes are vital to good experimental evaluation of debugging and testing approaches. However, there is no suitable benchmark suite that can systematically evaluate the debugging and testing…

软件工程 · 计算机科学 2021-09-22 Pengzhan Zhao , Jianjun Zhao , Zhongtao Miao , Shuhan Lan

The correctness of software systems is vital for their effective operation. It makes discovering and fixing software bugs an important development task. The increasing use of Artificial Intelligence (AI) techniques in Software Engineering…

软件工程 · 计算机科学 2023-10-19 Ingrid Marçal , Rogério Eduardo Garcia

We revisit the performance of template-based APR to build comprehensive knowledge about the effectiveness of fix patterns, and to highlight the importance of complementary steps such as fault localization or donor code retrieval. To that…

软件工程 · 计算机科学 2019-06-07 Kui Liu , Anil Koyuncu , Dongsun Kim , Tegawendé F. Bissyandé

Context: Deep learning has achieved remarkable progress in various domains. However, like any software system, deep learning systems contain bugs, some of which can have severe impacts, as evidenced by crashes involving autonomous vehicles.…

软件工程 · 计算机科学 2024-10-23 Mehil B. Shah , Mohammad Masudur Rahman , Foutse Khomh

Many studies have shown the benefits of introducing open-source projects into teaching Software Engineering (SE) courses. However, there are several limitations of existing studies that limit the wide adaptation of open-source projects in a…

软件工程 · 计算机科学 2021-02-16 Shin Hwei Tan , Chunfeng Hu , Ziqiang Li , Xiaowen Zhang , Ying Zhou

Many users and contributors of large open-source projects report software defects or enhancement requests (known as bug reports) to the issue-tracking systems. However, they sometimes report issues that have already been reported. First,…

软件工程 · 计算机科学 2025-12-03 Clare E. Laney , Andrew Barovic , Armin Moin

Many automated test generation techniques have been developed to aid developers with writing tests. To facilitate full automation, most existing techniques aim to either increase coverage, or generate exploratory inputs. However, existing…

软件工程 · 计算机科学 2023-07-26 Sungmin Kang , Juyeon Yoon , Shin Yoo

Quantum Software Engineering (QSE) is essential for ensuring the reliability and maintainability of hybrid quantum-classical systems, yet empirical evidence on how bugs emerge and affect quality in real-world quantum projects remains…

软件工程 · 计算机科学 2026-01-05 Mir Mohammad Yousuf , Shabir Ahmad Sofi

At ICSE'2013, there was the first session ever dedicated to automatic program repair. In this session, Kim et al. presented PAR, a novel template-based approach for fixing Java bugs. We strongly disagree with key points of this paper. Our…

软件工程 · 计算机科学 2022-02-11 Martin Monperrus

A long-standing open challenge for automated program repair is the overfitting problem, which is caused by having insufficient or incomplete specifications to validate whether a generated patch is correct or not. Most available repair…

软件工程 · 计算机科学 2021-11-11 Omar I. Al-Bataineh , Anastasiia Grishina , Leon Moonen

Software development life cycle is profoundly influenced by bugs: their introduction, identification, and eventual resolution account for a significant portion of software cost. This has motivated software engineering researchers and…

软件工程 · 计算机科学 2023-03-14 Matthew Jin , Syed Shahriar , Michele Tufano , Xin Shi , Shuai Lu , Neel Sundaresan , Alexey Svyatkovskiy