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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

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 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

Traditional spectrum-based fault localization (SBFL) exploits differences in a program's coverage spectrum when run on passing and failing test cases. However, such runs can provide a wealth of additional information beyond mere coverage.…

Software Engineering · Computer Science 2025-03-07 Julian Aron Prenner , Romain Robbes

Although empirical studies have confirmed the effectiveness of spectrum-based fault localization (SBFL) techniques, their performance may be degraded due to presence of some undesired circumstances such as the existence of coincidental…

Software Engineering · Computer Science 2018-07-06 Farid Feyzi , Saeed Parsa

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

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…

Testing-based fault localization has been a research focus in software engineering in the past decades. It localizes faulty program elements based on a set of passing and failing test executions. Since whether a fault could be triggered and…

Software Engineering · Computer Science 2025-04-04 Yiqian Wu , Yujie Liu , Yi Yin , Muhan Zeng , Zhentao Ye , Xin Zhang , Yingfei Xiong , Lu Zhang

We present and evaluate Spectrum-Based Log Diagnosis (SBLD), a method to help developers quickly diagnose problems found in complex integration and deployment runs. Inspired by Spectrum-Based Fault Localization, SBLD leverages the…

Software Engineering · Computer Science 2021-01-08 Carl Martin Rosenberg , Leon Moonen

Fault localization is to identify faulty source code. It could be done on various granularities, e.g., classes, methods, and statements. Most of the automated fault localization (AFL) approaches are coarse-grained because it is challenging…

Software Engineering · Computer Science 2021-07-21 Leping Li , Hui Liu

Fault localization is an essential step in the debugging process. Spectrum-Based Fault Localization (SBFL) is a popular fault localization family of techniques, utilizing code-coverage to predict suspicious lines of code. In this paper, we…

Software Engineering · Computer Science 2023-03-17 André Silva , Matias Martinez , Benjamin Danglot , Davide Ginelli , Martin Monperrus

In Spectrum-Based Fault Localization (SBFL), a suspiciousness score is assigned to each code element based on test coverage and test outcomes. The scores are then used to rank the code elements relative to each other in order to aid the…

Software Engineering · Computer Science 2021-08-26 Qusay Idrees Sarhan , Bela Vancsics , Arpad Beszedes

Fault localization is a critical step in software maintenance. Yet, many existing techniques, such as Spectrum-Based Fault Localization (SBFL), rely heavily on the availability of fault-triggering tests to be effective. In practice,…

Software Engineering · Computer Science 2025-10-28 Md Nakhla Rafi , Lorena Barreto Simedo Pacheco , An Ran Chen , Jinqiu Yang , Tse-Hsun , Chen

Background: Compilers are fundamental to software development, translating high-level source code into executable software systems. Faults in compilers can have severe consequences and thus effective localization and resolution of compiler…

Software Engineering · Computer Science 2025-12-19 Yibiao Yang , Qingyang Li , Maolin Sun , Jiangchang Wu , Yuming Zhou

Automated program repair is already deployed in industry, but concerns remain about repair quality. Recent research has shown that one of the main reasons repair tools produce incorrect (but seemingly correct) patches is imperfect fault…

Software Engineering · Computer Science 2023-02-08 Manish Motwani , Yuriy Brun

Statistical fault localization (SFL) techniques use execution profiles and success/failure information from software executions, in conjunction with statistical inference, to automatically score program elements based on how likely they are…

Software Engineering · Computer Science 2021-02-15 Yigit Kucuk , Tim A. D. Henderson , Andy Podgurski

Context: Fault localization (FL) is the key activity while debugging a program. Any improvement to this activity leads to significant improvement in total software development cost. There is an internal linkage between the program spectrum…

Software Engineering · Computer Science 2024-03-11 Saksham Sahai Srivastava , Arpita Dutta , Rajib Mall

Debugging is considered as a rigorous but important feature of software engineering process. Since more than a decade, the software engineering research community is exploring different techniques for removal of faults from programs but it…

Software Engineering · Computer Science 2018-03-13 Safeeullah Soomro , Mohammad Riyaz Belgaum , Zainab Alansari , Mahdi H. Miraz

Fault Localization (FL) is an important first step in software debugging and is mostly manual in the current practice. Many methods have been proposed over years to automate the FL process, including information retrieval (IR)-based…

Software Engineering · Computer Science 2021-01-18 Nima Miryeganeh , Sepehr Hashtroudi , Hadi Hemmati

Software failures remain a major challenge in modern software development, and identifying the code elements responsible for failures is a time-consuming debugging task. While extensive research has focused on fault localization in the…

Software Engineering · Computer Science 2026-05-11 Golnaz Gharachorlu , Mahsa Panahandeh , Lionel C. Briand , Ruifeng Gao , Ruiyuan Wan
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