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Flaky tests are tests that nondeterministically pass and fail in unchanged code. These tests can be detrimental to developers' productivity. Particularly when tests run in continuous integration environments, the tests may be competing for…

Software Engineering · Computer Science 2024-10-28 Denini Silva , Martin Gruber , Satyajit Gokhale , Ellen Arteca , Alexi Turcotte , Marcelo d'Amorim , Wing Lam , Stefan Winter , Jonathan Bell

In recent years, software engineers have explored ways to assist quantum software programmers. Our goal in this paper is to continue this exploration and see if quantum software programmers deal with some problems plaguing classical…

Software Engineering · Computer Science 2023-12-05 Lei Zhang , Mahsa Radnejad , Andriy Miranskyy

Software testing assures that code changes do not adversely affect existing functionality. However, a test case can be flaky, i.e., passing and failing across executions, even for the same version of the source code. Flaky test cases…

Software Engineering · Computer Science 2022-09-02 Sakina Fatima , Taher A. Ghaleb , Lionel Briand

Non-deterministic test behavior, or flakiness, is common and dreaded among developers. Researchers have studied the issue and proposed approaches to mitigate it. However, the vast majority of previous work has only considered…

Software Engineering · Computer Science 2023-10-10 Martin Gruber , Muhammad Firhard Roslan , Owain Parry , Fabian Scharnböck , Phil McMinn , Gordon Fraser

The test failure causes analysis is critical since it determines the subsequent way of handling different types of bugs, which is the prerequisite to get the bugs properly analyzed and fixed. After a test case fails, software testers have…

Software Engineering · Computer Science 2024-05-07 Zhipeng Gao , Zhipeng Xue , Xing Hu , Weiyi Shang , Xin Xia

Software testing is still a manual process in many industries, despite the recent improvements in automated testing techniques. As a result, test cases are often specified in natural language by different employees and many redundant test…

Software Engineering · Computer Science 2021-10-18 Markos Viggiato , Dale Paas , Chris Buzon , Cor-Paul Bezemer

Complex software systems often suffer from silent failures, i.e., violations of the intended semantics that do not cause explicit errors. A promising approach to detect such errors is to use system-specific runtime checkers that monitor the…

Software Engineering · Computer Science 2026-04-27 Beatriz Souza , Chang Lou , Suman Nath , Michael Pradel

Capturing the workload of a database and replaying this workload for a new version of the database can be an effective approach for regression testing. However, false positive errors caused by many factors such as data privacy limitations,…

Machine Learning · Computer Science 2024-12-19 Neetha Jambigi , Joshua Hammesfahr , Moritz Mueller , Thomas Bach , Michael Felderer

Test flakiness is a common problem in industry, which hinders the reliability of automated build and testing workflows. Most existing research on test flakiness has primarily focused on unit and small-scale integration tests. In contrast,…

Software Engineering · Computer Science 2026-03-31 Man Zhang , Chongyang Shen , Andrea Arcuri , Tao Yue

Prior research has extensively studied flaky tests in various domains, such as web applications, mobile applications, and other open-source projects in a range of multiple programing languages, including Java, Javascript, Python, Ruby, and…

Software Engineering · Computer Science 2025-02-06 Tom Schroeder , Minh Phan , Yang Chen

Software testing is sometimes plagued with intermittently failing tests and finding the root causes of such failing tests is often difficult. This problem has been widely studied at the unit testing level for open source software, but there…

Software Engineering · Computer Science 2020-05-15 Per Erik Strandberg , Thomas J Ostrand , Elaine J Weyuker , Wasif Afzal , Daniel Sundmark

Software crashes due to its increasing complexity. Once a crash happens, a crash report could be sent to software developers for investigation upon user permission. Because of the large number of crash reports and limited information,…

Software Engineering · Computer Science 2014-04-17 Liang Gong , Hongyu Zhang , Hyunmin Seo , Sunghun Kim

Recent studies have revealed that self-sustaining cascading failures in distributed systems frequently lead to widespread outages, which are challenging to contain and recover from. Existing failure detection techniques struggle to expose…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-28 Shangshu Qian , Lin Tan , Yongle Zhang

Monitoring is a runtime verification technique that allows one to check whether an ongoing computation of a system (partial trace) satisfies a given formula. It does not need a complete model of the system, but it typically requires the…

Artificial Intelligence · Computer Science 2025-08-26 Andrea Brunello , Luca Geatti , Angelo Montanari , Nicola Saccomanno

A recurring problem in software development is incorrect decision making on the techniques, methods and tools to be used. Mostly, these decisions are based on developers' perceptions about them. A factor influencing people's perceptions is…

Software Engineering · Computer Science 2024-02-13 Sira Vegas , Patricia Riofrio , Esperanza Marcos , Natalia Juristo

Field failures, that is, failures caused by faults that escape the testing phase leading to failures in the field, are unavoidable. Improving verification and validation activities before deployment can identify and timely remove many but…

Software Engineering · Computer Science 2017-09-01 Luca Gazzola , Leonardo Mariani , Fabrizio Pastore , Mauro Pezz`e

Flaky tests pose a significant issue for software testing. A test with a non-deterministic outcome may undermine the reliability of the testing process, making tests untrustworthy. Previous research has identified test order dependency as…

Software Engineering · Computer Science 2025-01-23 Negar Hashemi , Amjed Tahir , Shawn Rasheed , August Shi , Rachel Blagojevic

Automatically detecting software failures is an important task and a longstanding challenge. It requires finding failure-inducing test cases whose test input can trigger the software's fault, and constructing an automated oracle to detect…

Software Engineering · Computer Science 2023-09-12 Tsz-On Li , Wenxi Zong , Yibo Wang , Haoye Tian , Ying Wang , Shing-Chi Cheung , Jeff Kramer

Fault localization is a practical research topic that helps developers identify code locations that might cause bugs in a program. Most existing fault localization techniques are designed for imperative programs (e.g., C and Java) and rely…

Software Engineering · Computer Science 2021-02-23 Guolong Zheng , ThanhVu Nguyen , Simón Gutiérrez Brida , Germán Regis , Marcelo F. Frias , Nazareno Aguirre , Hamid Bagheri

Due to the complexity of modern IT services, failures can be manifold, occur at any stage, and are hard to detect. For this reason, anomaly detection applied to monitoring data such as logs allows gaining relevant insights to improve IT…

Machine Learning · Computer Science 2023-01-26 Thorsten Wittkopp , Dominik Scheinert , Philipp Wiesner , Alexander Acker , Odej Kao