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Despite being one of the most basic tasks in software development, debugging is still performed in a mostly manual way, leading to high cost and low performance. To address this problem, researchers have studied promising approaches, such…

Software Engineering · Computer Science 2017-11-28 Higor A. de Souza , Marcos L. Chaim , Fabio Kon

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

Non-deterministically behaving (i.e., flaky) tests hamper regression testing as they destroy trust and waste computational and human resources. Eradicating flakiness in test suites is therefore an important goal, but automated debugging…

Software Engineering · Computer Science 2023-05-09 Martin Gruber , Gordon Fraser

Fault Localization (FL) aims to automatically localize buggy lines of code, a key first step in many manual and automatic debugging tasks. Previous FL techniques assume the provision of input tests, and often require extensive program…

Software Engineering · Computer Science 2023-10-04 Aidan Z. H. Yang , Ruben Martins , Claire Le Goues , Vincent J. Hellendoorn

Fault localization is a practical research topic that helps developers identify code locations that might cause bugs in a program. Most existing fault localization techniques are designed for imperative programs (e.g., C and Java) and rely…

Software Engineering · Computer Science 2021-02-23 Guolong Zheng , ThanhVu Nguyen , Simón Gutiérrez Brida , Germán Regis , Marcelo F. Frias , Nazareno Aguirre , Hamid Bagheri

Fault localization is one of the most time-consuming and error-prone parts of software debugging. There are several tools for helping developers in the fault localization process, however, they mostly target programs written in Java and…

Software Engineering · Computer Science 2021-08-30 Qusay Idrees Sarhan , Attila Szatmari , Rajmond Toth , Arpad Beszedes

Fault Localization (FL), in which a developer seeks to identify which part of the code is malfunctioning and needs to be fixed, is a recurring challenge in debugging. To reduce developer burden, many automated FL techniques have been…

Software Engineering · Computer Science 2024-07-03 Sungmin Kang , Gabin An , Shin Yoo

Identifying the point of error is imperative in software debugging. Traditional fault localization (FL) techniques rely on executing the program and using the code coverage matrix in tandem with test case results to calculate a…

Software Engineering · Computer Science 2024-08-20 Suhwan Ji , Sanghwa Lee , Changsup Lee , Hyeonseung Im , Yo-Sub Han

Fault localization (FL) is a critical step in debugging, which typically relies on repeated executions to pinpoint faulty code regions. However, repeated executions can be impractical in the presence of non-deterministic failures or high…

Software Engineering · Computer Science 2026-05-13 Ahmadreza Saboor Yaraghi , Golnaz Gharachorlu , Sakina Fatima , Lionel C. Briand , Ruiyuan Wan , Ruifeng Gao

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

Flaky tests are defined as tests that manifest non-deterministic behaviour by passing and failing intermittently for the same version of the code. These tests cripple continuous integration with false alerts that waste developers' time and…

Software Engineering · Computer Science 2022-07-22 Sarra Habchi , Guillaume Haben , Jeongju Sohn , Adriano Franci , Mike Papadakis , Maxime Cordy , Yves Le Traon

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

Fault localization (FL) is a critical but time-consuming task in software debugging, aiming to identify faulty code elements. While recent advances in large language models (LLMs) have shown promise for FL, they often struggle with complex…

Software Engineering · Computer Science 2025-09-26 Xinyu Shi , Zhenhao Li , An Ran Chen

Spectrum-based fault localization (SBFL) works well for single-fault programs but its accuracy decays for increasing fault numbers. We present FLITSR (Fault Localization by Iterative Test Suite Reduction), a novel SBFL extension that…

Software Engineering · Computer Science 2025-05-07 Dylan Callaghan , Bernd Fischer

Fault localization has been determined as a major resource factor in the software development life cycle. Academic fault localization techniques are mostly unknown and unused in professional environments. Although manual debugging…

Software Engineering · Computer Science 2021-03-04 Thomas Hirsch

In this paper, we propose DeepRL4FL, a deep learning fault localization (FL) approach that locates the buggy code at the statement and method levels by treating FL as an image pattern recognition problem. DeepRL4FL does so via novel code…

Software Engineering · Computer Science 2021-03-02 Yi Li , Shaohua Wang , Tien N. Nguyen

Fault localization is a critical process that involves identifying specific program elements responsible for program failures. Manually pinpointing these elements, such as classes, methods, or statements, which are associated with a fault…

Software Engineering · Computer Science 2024-03-18 Ratnadira Widyasari , Jia Wei Ang , Truong Giang Nguyen , Neil Sharma , David Lo

Debugging is one of the most time-consuming and expensive tasks in software development. Several formula-based fault localization (FBFL) methods have been proposed, but they fail to guarantee a set of diagnoses across all failing tests or…

Software Engineering · Computer Science 2025-09-08 Pedro Orvalho , Mikoláš Janota , Vasco Manquinho

Background: Debugging is a key task during the software development cycle. Spectrum-based Fault Localization (SFL) is a promising technique to improve and automate debugging. SFL techniques use control-flow spectra to pinpoint the most…

Fault localization is a process to find the location of faults. It determines the root cause of the failure. It identifies the causes of abnormal behaviour of a faulty program. It identifies exactly where the bugs are. Existing fault…

Software Engineering · Computer Science 2012-01-20 A. Askarunisa , T. Manju , B. Giri Babu
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