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Static analysis is one of the most widely adopted techniques to find software bugs before code is put in production. Designing and implementing effective and efficient static analyses is difficult and requires high expertise, which results…

Software Engineering · Computer Science 2019-06-04 Andrew Habib , Michael Pradel

As developers debug, developers formulate hypotheses about the cause of the defect and gather evidence to test these hypotheses. To better understand the role of hypotheses in debugging, we conducted two studies. In a preliminary study, we…

Software Engineering · Computer Science 2020-05-29 Abdulaziz Alaboudi , Thomas D. LaToza

Novice programmers often face challenges in fault localization due to their limited experience and understanding of programming syntax and logic. Traditional methods like Spectrum-Based Fault Localization (SBFL) and Mutation-Based Fault…

Software Engineering · Computer Science 2025-12-04 Hexiang Xu , Hengyuan Liu , Yonghao Wu , Xiaolan Kang , Xiang Chen , Yong Liu

Spectrum-Based Fault Localization (SBFL) is a technique to be used during debugging, the premise of which is that, based on the test case outcomes and code coverage, faulty code elements can be automatically detected. SBFL is popular among…

Software Engineering · Computer Science 2024-03-19 Attila Szatmári , Qusay Idrees Sarhan , Gergő Balogh , Péter Attila Soha , Árpád Beszédes

Effective debugging is a crucial aspect of software development, demanding problem-solving skills, expertise, and appropriate tools. Although previous research has studied expert developers' debugging strategies, the specific factors…

Human-Computer Interaction · Computer Science 2025-01-22 Maryam Arab , Jenny T. Liang , Valentina Hong , Thomas D. LaToza

This paper introduces an automatic debugging framework that relies on model-based reasoning techniques to locate faults in programs. In particular, model-based diagnosis, together with an abstract interpretation based conflict detection…

Software Engineering · Computer Science 2007-05-23 Wolfgang Mayer , Markus Stumptner

In a buggy configurable system, configuration-dependent bugs cause the failures in only certain configurations due to unexpected interactions among features. Manually localizing configuration-dependent faults in configurable systems could…

Software Engineering · Computer Science 2019-11-20 Son Nguyen

As Deep Learning (DL) systems are widely deployed for mission-critical applications, debugging such systems becomes essential. Most existing works identify and repair suspicious neurons on the trained Deep Neural Network (DNN), which,…

Software Engineering · Computer Science 2022-05-05 Jialun Cao , Meiziniu Li , Xiao Chen , Ming Wen , Yongqiang Tian , Bo Wu , Shing-Chi Cheung

Context: Given a bug report and source code of the project, bug localization can help developers to focus on fixing probable buggy files rather than searching the entire source code repository. While existing research uses information…

Software Engineering · Computer Science 2020-11-09 Shubham Sangle , Sandeep Muvva , Sridhar Chimalakonda , Karthikeyan Ponnalagu , Vijendran Gopalan Venkoparao

The software development process is characterized by an iterative cycle of continuous functionality implementation and debugging, essential for the enhancement of software quality and adaptability to changing requirements. This process…

Software Engineering · Computer Science 2024-11-27 Yihao Qin , Shangwen Wang , Yan Lei , Zhuo Zhang , Bo Lin , Xin Peng , Liqian Chen , Xiaoguang Mao

Locating bugs is an important, but effort-intensive and time-consuming task, when dealing with large-scale systems. To address this, Information Retrieval (IR) techniques are increasingly being used to suggest potential buggy source code…

Software Engineering · Computer Science 2021-08-31 Abdul Razzaq , Jim Buckley , James Vincent Patten , Muslim Chochlov , Ashish Rajendra Sai

The rapid escalation of applying Machine Learning (ML) in various domains has led to paying more attention to the quality of ML components. There is then a growth of techniques and tools aiming at improving the quality of ML components and…

Software Engineering · Computer Science 2023-01-18 Mohammad Mehdi Morovati , Amin Nikanjam , Foutse Khomh , Zhen Ming , Jiang

Providing timely and personalized guidance for students' programming assignments, offers significant practical value for helping students complete assignments and enhance their learning. In recent years, various automated Fault Localization…

Software Engineering · Computer Science 2025-10-01 Fang Liu , Tianze Wang , Li Zhang , Zheyu Yang , Jing Jiang , Zian Sun

Developers often use crash reports to understand the root cause of bugs. However, locating the buggy source code snippet from such information is a challenging task, mainly when the log database contains many crash reports. To mitigate this…

Software Engineering · Computer Science 2024-03-19 Marcos Medeiros , Uirá Kulesza , Roberta Coelho , Rodrigo Bonifácio , Christoph Treude , Eiji Adachi

Regression bugs occur whenever software functionality that previously worked as desired stops working, or no longer works as expected. Code changes, such as bug fixes or new feature work, may result in a regression bug. Regression bugs are…

Software Engineering · Computer Science 2015-05-07 Dekel Cohen , Amiram Yehudai

Issue tracking systems are commonly used in modern software development for collecting feedback from users and developers. An ultimate automation target of software maintenance is then the systematization of patch generation for…

Software Engineering · Computer Science 2019-08-20 Anil Koyuncu , Kui Liu , Tegawendé F. Bissyandé , Dongsun Kim , Martin Monperrus , Jacques Klein , Yves Le Traon

Information Retrieval-based Fault Localization (IRFL) techniques aim to identify source files containing the root causes of reported failures. While existing techniques excel in ranking source files, challenges persist in bug report…

Software Engineering · Computer Science 2024-12-06 Shuai Shao , Tingting Yu

Bug reports are common artefacts in software development. They serve as the main channel for users to communicate to developers information about the issues that they encounter when using released versions of software programs. In the…

Software Engineering · Computer Science 2021-12-21 Arthur D. Sawadogo , Quentin Guimard , Tegawendé F. Bissyandé , Abdoul Kader Kaboré , Jacques Klein , Naouel Moha

Most bug assignment approaches utilize text classification and information retrieval techniques. These approaches use the textual contents of bug reports to build recommendation models. The textual contents of bug reports are usually of…

Software Engineering · Computer Science 2018-04-24 Mamdouh Alenezi , Shadi Banitaan , Mohammad Zarour

Recent findings from a user study suggest that IR-based bug localization techniques do not perform well if the bug report lacks rich structured information such as relevant program entity names. On the contrary, excessive structured…

Software Engineering · Computer Science 2018-07-23 Mohammad Masudur Rahman , Chanchal K. Roy
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