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相关论文: Automated Fix Detection Given Flaky Tests

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Flaky tests can pass or fail non-deterministically, without alterations to a software system. Such tests are frequently encountered by developers and hinder the credibility of test suites. State-of-the-art research incorporates machine…

软件工程 · 计算机科学 2024-03-05 Shizhe Lin , Ryan Zheng He Liu , Ladan Tahvildari

Flaky tests are problematic because they non-deterministically pass or fail for the same software version under test, causing confusion and wasting development effort. While machine learning models have been used to predict flakiness and…

软件工程 · 计算机科学 2024-10-08 Sakina Fatima , Hadi Hemmati , Lionel Briand

Flaky tests are software tests that exhibit a seemingly random outcome (pass or fail) when run against the same, identical code. Previous work has examined fixes to flaky tests and has proposed automated solutions to locate as well as fix…

软件工程 · 计算机科学 2019-07-03 Moritz Eck , Fabio Palomba , Marco Castelluccio , Alberto Bacchelli

Flaky tests that non-deterministically pass or fail waste developer time and slow release cycles. While large language models (LLMs) show promise for automatically repairing flaky tests, existing approaches like FlakyDoctor fail in…

软件工程 · 计算机科学 2025-11-19 Chengpeng Li , Farnaz Behrang , August Shi , Peng Liu

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…

软件工程 · 计算机科学 2022-07-22 Sarra Habchi , Guillaume Haben , Jeongju Sohn , Adriano Franci , Mike Papadakis , Maxime Cordy , Yves Le Traon

A flaky test yields inconsistent results upon repetition, posing a significant challenge to software developers. An extensive study of their presence and characteristics has been done in classical computer software but not quantum computer…

软件工程 · 计算机科学 2025-01-14 Lei Zhang , Andriy Miranskyy

Flaky tests, which pass or fail inconsistently without code changes, are a major challenge in software engineering in general and in quantum software engineering in particular due to their complexity and probabilistic nature, leading to…

软件工程 · 计算机科学 2024-11-01 Janakan Sivaloganathan , Ainaz Jamshidi , Andriy Miranskyy , Lei Zhang

Simulators are widely used to test Autonomous Driving Systems (ADS), but their potential flakiness can lead to inconsistent test results. We investigate test flakiness in simulation-based testing of ADS by addressing two key questions: (1)…

软件工程 · 计算机科学 2023-12-01 Mohammad Hossein Amini , Shervin Naseri , Shiva Nejati

Flaky tests yield different results when executed multiple times for the same version of the source code. Thus, they provide an ambiguous signal about the quality of the code and interfere with the automated assessment of code changes.…

软件工程 · 计算机科学 2026-02-04 Alexander Berndt , Thomas Bach , Sebastian Baltes

Non-deterministically behaving test cases cause developers to lose trust in their regression test suites and to eventually ignore failures. Detecting flaky tests is therefore a crucial task in maintaining code quality, as it builds the…

软件工程 · 计算机科学 2023-03-21 Martin Gruber , Michael Heine , Norbert Oster , Michael Philippsen , Gordon Fraser

Flaky tests are tests that pass and fail on different executions of the same version of a program under test. They waste valuable developer time by making developers investigate false alerts (flaky test failures). To deal with this problem,…

软件工程 · 计算机科学 2023-02-22 Guillaume Haben , Sarra Habchi , Mike Papadakis , Maxime Cordy , Yves Le Traon

Much research on software testing makes an implicit assumption that test failures are deterministic such that they always witness the presence of the same defects. However, this assumption is not always true because some test failures are…

软件工程 · 计算机科学 2019-12-09 Maxime Cordy , Renaud Rwemalika , Mike Papadakis , Mark Harman

Like classical software, quantum software systems rely on automated testing. However, their inherently probabilistic outputs make them susceptible to quantum flakiness -- tests that pass or fail inconsistently without code changes. Such…

软件工程 · 计算机科学 2026-03-11 Janakan Sivaloganathan , Ainaz Jamshidi , Andriy Miranskyy , Lei Zhang

Test flakiness, a non-deterministic behavior of builds irrelevant to code changes, is a major and continuing impediment to delivering reliable software. The very few techniques for the automated repair of test flakiness are specifically…

软件工程 · 计算机科学 2024-04-16 Yang Chen , Reyhaneh Jabbarvand

Flaky tests cause significant problems as they can interrupt automated build processes that rely on all tests succeeding and undermine the trustworthiness of tests. Numerous causes of test flakiness have been identified, and program…

软件工程 · 计算机科学 2022-08-03 Jens Dietrich , Shawn Rasheed , Amjed Tahir

Software systems have been continuously evolved and delivered with high quality due to the widespread adoption of automated tests. A recurring issue hurting this scenario is the presence of flaky tests, a test case that may pass or fail…

软件工程 · 计算机科学 2021-03-24 B. H. P. Camara , M. A. G. Silva , A. T. Endo , S. R. Vergilio

Flaky tests can make automated software testing unreliable due to their unpredictable behavior. These tests can pass or fail on the same code base on multiple runs. However, flaky tests often do not refer to any fault, even though they can…

软件工程 · 计算机科学 2025-10-31 Hasnain Iqbal , Zerina Begum , Kazi Sakib

Flaky tests (tests with non-deterministic outcomes) pose a major challenge for software testing. They are known to cause significant issues such as reducing the effectiveness and efficiency of testing and delaying software releases. In…

软件工程 · 计算机科学 2022-12-05 Shawn Rasheed , Amjed Tahir , Jens Dietrich , Negar Hashemi , Lu Zhang

Flaky tests pass and fail non-deterministically when run on the same version of code. Although many techniques have been proposed to detect, debug, and repair flaky tests, reproducing their failures remains a major challenge due to their…

软件工程 · 计算机科学 2026-05-22 Suzzana Rafi , Mahbub-Ul-Hoque Sumon , Md Erfan , Maruf Morshed Khan , August Shi , Wing Lam

Many programmers, when they encounter an error, would like to have the benefit of automatic fix suggestions---as long as they are, most of the time, adequate. Initial research in this direction has generally limited itself to specific…

软件工程 · 计算机科学 2015-03-18 Yu Pei , Yi Wei , Carlo A. Furia , Martin Nordio , Bertrand Meyer
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