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Related papers: A Dataset of Reproducible Flaky-Test Failures

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Over the past few years, deep learning methods have been applied for a wide range of Software Engineering (SE) tasks, including in particular for the important task of automatically predicting and localizing faults in software. With the…

Software Engineering · Computer Science 2024-02-09 Adil Mukhtar , Dietmar Jannach , Franz Wotawa

Flaky tests (tests with non-deterministic outcomes) can be problematic for testing efficiency and software reliability. Flaky tests in test suites can also significantly delay software releases. There have been several studies that attempt…

Software Engineering · Computer Science 2022-07-05 Negar Hashemi , Amjed Tahir , Shawn Rasheed

Flaky tests, which exhibit non-deterministic pass/fail behavior for the same version of code, pose significant challenges to reliable regression testing. While large language models (LLMs) promise for automated flaky test classification,…

Software Engineering · Computer Science 2026-05-13 Khondaker Tasnia Hoque , Toukir Ahammed

The continuous delivery of modern software requires the execution of many automated pipeline jobs. These jobs ensure the frequent release of new software versions while detecting code problems at an early stage. For TELUS, our industrial…

Software Engineering · Computer Science 2025-08-26 Henri Aïdasso , Francis Bordeleau , Ali Tizghadam

Developers create bug-reproducing tests that support debugging by failing as long as the bug is present, and passing once the bug has been fixed. These tests are usually integrated into existing test suites and executed regularly alongside…

Software Engineering · Computer Science 2026-02-04 Andre Hora , Gordon Fraser

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…

Software Engineering · Computer Science 2025-10-31 Hasnain Iqbal , Zerina Begum , Kazi Sakib

Flaky tests exhibit non-deterministic behavior during execution and they may pass or fail without any changes to the program under test. Detecting and classifying these flaky tests is crucial for maintaining the robustness of automated test…

Software Engineering · Computer Science 2025-02-06 Riddhi More , Jeremy S. Bradbury

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

Software often fails in the field, however reproducing and debugging field failures is very challenging: the failure-inducing input may be missing, and the program setup can be complicated and hard to reproduce by the developers. In this…

Software Engineering · Computer Science 2023-09-21 Ashwin Kallingal Joshy , Benjamin Steenhoek , Xiuyuan Guo , Wei Le

The advancement of scientific knowledge increasingly depends on ensuring that data-driven research is reproducible: that two people with the same data obtain the same results. However, while the necessity of reproducibility is clear, there…

Computers and Society · Computer Science 2020-08-28 Audrey M. Bertin , Benjamin S. Baumer

Recommender systems have demonstrated significant impact across diverse domains, yet ensuring the reproducibility of experimental findings remains a persistent challenge. A primary obstacle lies in the fragmented and often opaque data…

This article presents a study on the quality and execution of research code from publicly-available replication datasets at the Harvard Dataverse repository. Research code is typically created by a group of scientists and published together…

Software Engineering · Computer Science 2021-03-25 Ana Trisovic , Matthew K. Lau , Thomas Pasquier , Mercè Crosas

Background: Test flakiness is a major problem in the software industry. Flaky tests fail seemingly at random without changes to the code and thus impede continuous integration (CI). Some researchers argue that all tests can be considered…

Software Engineering · Computer Science 2024-09-17 Alexander Berndt , Thomas Bach , Sebastian Baltes

Software is used in critical applications in our day-to-day life and it is important to ensure its correctness. One popular approach to assess correctness is to evaluate software on tests. If a test fails, it indicates a fault in the…

Software Engineering · Computer Science 2025-04-01 Max Hort , Leon Moonen

In the research of automated program repair (APR), benchmark datasets consisting of known defects in combination with test suites that indicate the defects are of high importance. They allow for an evidence-based comparison of different APR…

Software Engineering · Computer Science 2026-04-30 Adam Krafczyk , Klaus Schmid

Fault-detection, localization, and repair methods are vital to software quality; but it is difficult to evaluate their generality, applicability, and current effectiveness. Large, diverse, realistic datasets of durably-reproducible faults…

Machine learning is facing a 'reproducibility crisis' where a significant number of works report failures when attempting to reproduce previously published results. We evaluate the sources of reproducibility failures using a meta-analysis…

Machine Learning · Computer Science 2023-05-23 Iordanis Fostiropoulos , Bowman Brown , Laurent Itti

In recent years, the research community has raised serious questions about the reproducibility of scientific work. In particular, since many studies include some kind of computing work, reproducibility is also a technological challenge, not…

Software Engineering · Computer Science 2023-08-03 Lázaro Costa , Susana Barbosa , Jácome Cunha

This document presents the artifact associated with the ICSE SEIP 25 paper titled On the Diagnosis of Flaky Job Failures: Understanding and Prioritizing Failure Categories. The original paper identifies and analyzes 46 distinct categories…

Software Engineering · Computer Science 2025-03-18 Henri Aïdasso

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