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Test Suite Minimization (TSM) reduces the size of test suites while preserving their fault detection capability. In black-box TSM, reduction is performed without relying on production-code instrumentation. While several black-box TSM…

Software Engineering · Computer Science 2026-05-27 Kamruzzaman Asif , Md. Siam , Kazi Sakib

Test suites tend to grow when software evolves, making it often infeasible to execute all test cases with the allocated testing budgets, especially for large software systems. Test suite minimization (TSM) is employed to improve the…

Software Engineering · Computer Science 2024-10-02 Rongqi Pan , Taher A. Ghaleb , Lionel Briand

The Multi-Criteria Test Suite Minimization (MCTSM) problem aims to remove redundant test cases, guided by adequacy criteria such as code coverage or fault detection capability. However, current techniques either exhibit a high loss of fault…

Software Engineering · Computer Science 2025-04-25 Sijia Gu , Ali Mesbah

Executing large test suites is time and resource consuming, sometimes impossible, and such test suites typically contain many redundant test cases. Hence, test case minimization is used to remove redundant test cases that are unlikely to…

Software Engineering · Computer Science 2022-12-22 Rongqi Pan , Taher A. Ghaleb , Lionel Briand

As software systems evolve, test suites tend to grow in size and often contain redundant test cases. Such redundancy increases testing effort, time, and cost. Test suite minimization (TSM) aims to eliminate such redundancy while preserving…

Software Engineering · Computer Science 2026-02-24 Rongqi Pan , Feifei Niu , Lionel C. Briand , Hanyang Hu

With the increasing popularity of continuous integration, algorithms for selecting the minimal test-suite to cover a given set of changes are in order. This paper reports on how polymorphism can handle false negatives in a previous…

Software Engineering · Computer Science 2014-12-15 Ali Parsai , Quinten David Soetens , Alessandro Murgia , Serge Demeyer

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

Mutation testing is a means to assess the effectiveness of a test suite and its outcome is considered more meaningful than code coverage metrics. However, despite several optimizations, mutation testing requires a significant computational…

Software Engineering · Computer Science 2019-03-14 Rainer Niedermayr , Stefan Wagner

Testing is the primary approach for detecting software defects. A major challenge faced by testers lies in crafting efficient test suites, able to detect a maximum number of bugs with manageable effort. To do so, they rely on coverage…

Software Engineering · Computer Science 2018-02-07 Michaël Marcozzi , Sébastien Bardin , Nikolai Kosmatov , Mike Papadakis , Virgile Prevosto , Loïc Correnson

Continuous Integration (CI) requires efficient regression testing to ensure software quality without significantly delaying its CI builds. This warrants the need for techniques to reduce regression testing time, such as Test Case…

Software Engineering · Computer Science 2024-10-17 Ahmadreza Saboor Yaraghi , Mojtaba Bagherzadeh , Nafiseh Kahani , Lionel Briand

Performance regressions have a tremendous impact on the quality of software. One way to catch regressions before they reach production is executing performance tests before deployment, e.g., using microbenchmarks, which measure performance…

Software Engineering · Computer Science 2025-10-22 Nils Japke , Martin Grambow , Christoph Laaber , David Bermbach

We consider the problem of tool-to-tool matching (TTTM), also called, chamber matching in the context of a semiconductor manufacturing equipment. Traditional TTTM approaches utilize static configuration data or depend on a golden reference…

Machine Learning · Computer Science 2025-07-16 Sameera Bharadwaja H. , Siddhrath Jandial , Shashank S. Agashe , Rajesh Kumar Reddy Moore , Youngkwan Kim

Test Case Prioritization (TCP) is an important component of regression testing, allowing for earlier detection of faults or helping to reduce testing time and cost. While several TCP approaches exist in the research literature, a growing…

Software Engineering · Computer Science 2018-09-20 Qi Luo , Kevin Moran , Denys Poshyvanyk , Massimiliano Di Penta

Black-box tuning has attracted recent attention due to that the structure or inner parameters of advanced proprietary models are not accessible. Proxy-tuning provides a test-time output adjustment for tuning black-box language models. It…

Machine Learning · Computer Science 2024-07-02 Yuanyang He , Zitong Huang , Xinxing Xu , Rick Siow Mong Goh , Salman Khan , Wangmeng Zuo , Yong Liu , Chun-Mei Feng

Regression testing activities greatly reduce the risk of faulty software release. However, the size of the test suites grows throughout the development process, resulting in time-consuming execution of the test suite and delayed feedback to…

Software Engineering · Computer Science 2023-11-21 Mostafa Mahdieh , Seyed-Hassan Mirian-Hosseinabadi , Mohsen Mahdieh

Cyber-physical system (CPS) forecasting models depend on sensor streams with noisy, biased, missing, or temporally misaligned readings, yet standard forecasting evaluation often selects models by nominal error without showing whether they…

Machine Learning · Computer Science 2026-05-12 Alexander Windmann , Philipp Wittenberg , Gianluca Manca , Marcel Dix , Jens U. Brandt , Oliver Niggemann

Test Case Prioritization (TCP) is an increasingly important regression testing technique for reordering test cases according to a pre-defined goal, particularly as agile practices gain adoption. To better understand these techniques, we…

Software Engineering · Computer Science 2018-06-27 Qi Luo , Kevin Moran , Lingming Zhang , Denys Poshyvanyk

Metamorphic testing (MT) is a simple yet effective technique to alleviate the oracle problem in software testing. The underlying idea of MT is to test a software system by checking whether metamorphic relations (MRs) hold among multiple…

Software Engineering · Computer Science 2024-12-31 An Fu , Chang-ai Sun , Jiaming Zhang , Huai Liu

Fault-proneness is a measure that indicates the possibility of programming errors occurring within a software system. On the other hand, change-proneness refers to the potential for modifications to be made to the software. Both of these…

Software Engineering · Computer Science 2025-07-17 Md. Masudur Rahman , Toukir Ahammed , Kazi Sakib

Mutation testing is an approach to check the robustness of test suites. The program code is slightly changed by mutations to inject errors. A test suite is robust enough if it finds such errors. Tools for mutation testing usually integrate…

Software Engineering · Computer Science 2024-04-23 Christoph Bockisch , Gabriele Taentzer , Daniel Neufeld
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