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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…

Software Engineering · Computer Science 2023-03-21 Martin Gruber , Michael Heine , Norbert Oster , Michael Philippsen , Gordon Fraser

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…

Software Engineering · Computer Science 2019-07-03 Moritz Eck , Fabio Palomba , Marco Castelluccio , Alberto Bacchelli

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

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…

Software Engineering · Computer Science 2024-01-30 Abdulrahman Alshammari , Paul Ammann , Michael Hilton , Jonathan Bell

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…

Software Engineering · Computer Science 2022-04-11 Martin Gruber , Gordon Fraser

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…

Software Engineering · Computer Science 2019-12-09 Maxime Cordy , Renaud Rwemalika , Mike Papadakis , Mark Harman

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…

Software Engineering · Computer Science 2021-03-24 B. H. P. Camara , M. A. G. Silva , A. T. Endo , S. R. Vergilio

Flaky tests are tests that yield different outcomes when run on the same version of a program. This non-deterministic behaviour plagues continuous integration with false signals, wasting developers' time and reducing their trust in test…

Software Engineering · Computer Science 2022-09-01 Amal Akli , Guillaume Haben , Sarra Habchi , Mike Papadakis , Yves Le Traon

We report our experience of using failure symptoms, such as error messages or stack traces, to identify flaky test failures in a Continuous Integration (CI) pipeline for a large industrial software system, SAP HANA. Although failure…

Software Engineering · Computer Science 2023-11-07 Gabin An , Juyeon Yoon , Thomas Bach , Jingun Hong , Shin Yoo

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…

Software Engineering · Computer Science 2021-12-10 Sarra Habchi , Guillaume Haben , Mike Papadakis , Maxime Cordy , Yves Le Traon

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…

Software Engineering · Computer Science 2026-02-06 Alexander Berndt , Vekil Bekmyradov , Rainer Gemulla , Marcus Kessel , Thomas Bach , Sebastian Baltes

Developers always wish to ensure that their latest changes to the code base do not break existing functionality. If test cases fail, they expect these failures to be connected to the submitted changes. Unfortunately, a flaky test can be the…

Software Engineering · Computer Science 2021-09-10 Azeem Ahmad , Ola Leifler , Kristian Sandahl

Flakiness is a major concern in Software testing. Flaky tests pass and fail for the same version of a program and mislead developers who spend time and resources investigating test failures only to discover that they are false alerts. In…

Software Engineering · Computer Science 2021-11-08 Guillaume Haben , Sarra Habchi , Mike Papadakis , Maxime Cordy , Yves Le Traon

Automated regression testing is a cornerstone of modern software development, often contributing directly to code review and Continuous Integration (CI). Yet some tests suffer from flakiness, where their outcomes vary non-deterministically.…

Software Engineering · Computer Science 2026-05-29 Tao Xiao , Dong Wang , Shane McIntosh , Hideaki Hata , Yasutaka Kamei

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

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…

Software Engineering · Computer Science 2024-10-08 Sakina Fatima , Hadi Hemmati , Lionel Briand

The role of regression testing in software testing is crucial as it ensures that any new modifications do not disrupt the existing functionality and behaviour of the software system. The desired outcome is for regression tests to yield…

Software Engineering · Computer Science 2025-06-09 Xin Sun , Daniel Ståhl , Kristian Sandahl

Flaky tests have gained attention from the research community in recent years and with good reason. These tests lead to wasted time and resources, and they reduce the reliability of the test suites and build systems they affect. However,…

Software Engineering · Computer Science 2021-03-05 Alan Romano , Zihe Song , Sampath Grandhi , Wei Yang , Weihang Wang

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…

Software Engineering · Computer Science 2024-03-05 Shizhe Lin , Ryan Zheng He Liu , Ladan Tahvildari

Background. Automated test execution is an important activity to gather information about the quality of a software project. So-called flaky tests, however, negatively affect this process. Such tests fail seemingly at random without changes…

Software Engineering · Computer Science 2026-03-02 Alexander Berndt , Zoltán Nochta , Thomas Bach
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