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相关论文: A Generic Approach to Fix Test Flakiness in Real-W…

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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

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

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 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 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 yield inconsistent results when they are repeatedly executed on the same code revision. They interfere with automated quality assurance of code changes and hinder efficient software testing. Previous work evaluated approaches to…

软件工程 · 计算机科学 2026-02-06 Alexander Berndt , Vekil Bekmyradov , Rainer Gemulla , Marcus Kessel , Thomas Bach , Sebastian Baltes

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

Non-deterministically passing and failing test cases, so-called flaky tests, have recently become a focus area of software engineering research. While this research focus has been met with some enthusiastic endorsement from industry, prior…

软件工程 · 计算机科学 2022-04-11 Martin Gruber , Gordon Fraser

Dockerfile flakiness-unpredictable temporal build failures caused by external dependencies and evolving environments-undermines deployment reliability and increases debugging overhead. Unlike traditional Dockerfile issues, flakiness occurs…

软件工程 · 计算机科学 2025-02-13 Taha Shabani , Noor Nashid , Parsa Alian , Ali Mesbah

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

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

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

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

Flaky tests are a common problem in software testing. They produce inconsistent results when executed multiple times on the same code, invalidating the assumption that a test failure indicates a software defect. Recent work on LLM-based…

软件工程 · 计算机科学 2026-01-15 Alexander Berndt , Thomas Bach , Rainer Gemulla , Marcus Kessel , Sebastian Baltes

Flaky tests produce inconsistent outcomes without code changes, creating major challenges for software developers. An industrial case study reported that developers spend 1.28% of their time repairing flaky tests at a monthly cost of…

软件工程 · 计算机科学 2025-04-24 Owain Parry , Gregory Kapfhammer , Michael Hilton , Phil McMinn

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…

软件工程 · 计算机科学 2023-05-09 Martin Gruber , Gordon Fraser

Background: Test flakiness is identified as a major issue that compromises the regression testing process of complex software systems. Flaky tests manifest non-deterministic behaviour, send confusing signals to developers, and break their…

软件工程 · 计算机科学 2021-04-16 Sarra Habchi , Maxime Cordy , Mike Papadakis , Yves Le Traon

Test flakiness forms a major testing concern. Flaky tests manifest non-deterministic outcomes that cripple continuous integration and lead developers to investigate false alerts. Industrial reports indicate that on a large scale, the…

软件工程 · 计算机科学 2021-12-10 Sarra Habchi , Guillaume Haben , Mike Papadakis , Maxime Cordy , Yves Le Traon

Flaky tests are tests that can non-deterministically pass or fail, even in the absence of code changes.Despite being a source of false alarms, flaky tests often remain in test suites once they are detected, as they also may be relied upon…

软件工程 · 计算机科学 2024-01-30 Abdulrahman Alshammari , Paul Ammann , Michael Hilton , Jonathan Bell

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
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