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There is a growing body of research indicating the potential of machine learning to tackle complex software testing challenges. One such challenge pertains to continuous integration testing, which is highly time-constrained, and generates a…

Software Engineering · Computer Science 2022-04-26 Dusica Marijan

Fault-proneness is a measure that indicates the possibility of programming errors occurring within a software system. On the other hand, change-proneness refers to the potential for modifications to be made to the software. Both of these…

Software Engineering · Computer Science 2025-07-17 Md. Masudur Rahman , Toukir Ahammed , Kazi Sakib

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

Many software developments projects fail due to quality problems. Software testing enables the creation of high quality software products. Since it is a cumbersome and expensive task, and often hard to manage, both its technical background…

Software Engineering · Computer Science 2015-03-17 Tim A. Majchrzak

In this paper, we aim at the automated unit coverage-based testing for embedded software. To achieve the goal, by analyzing the industrial requirements and our previous work on automated unit testing tool CAUT, we rebuild a new tool,…

Software Engineering · Computer Science 2018-06-19 Chengyu Zhang , Yichen Yan , Hanru Zhou , Yinbo Yao , Ke Wu , Ting Su , Weikai Miao , Geguang Pu

Tests that cause spurious failures without any code changes, i.e., flaky tests, hamper regression testing, increase maintenance costs, may shadow real bugs, and decrease trust in tests. While the prevalence and importance of flakiness is…

Software Engineering · Computer Science 2022-02-15 Martin Gruber , Stephan Lukasczyk , Florian Kroiß , Gordon Fraser

Software updates, including bug repair and feature additions, are frequent in modern applications but they often leave test suites outdated, resulting in undetected bugs and increased chances of system failures. A recent study by Meta…

Software Engineering · Computer Science 2025-03-20 Shanto Rahman , Sachit Kuhar , Berk Cirisci , Pranav Garg , Shiqi Wang , Xiaofei Ma , Anoop Deoras , Baishakhi Ray

Modern software systems become too complex to be tested and validated. Detecting software partial failures in complex systems at runtime assist to handle software unintended behaviors, avoiding catastrophic software failures and improving…

Software Engineering · Computer Science 2021-10-14 Shiyi Kong , Minyan Lu , Jun Ai , Shuguang Wang

Fault tolerance is a key factor of industrial computing systems design. But in practical terms, these systems, like every commercial product, are under great financial constraints and they have to remain in operational state as long as…

Systems and Control · Computer Science 2015-03-31 Andrey A. Shchurov

Frequent toolchain updates and growing ISA diversity have made system-level software package repair increasingly important. Diagnosing and repairing build failures remains challenging because failures involve heterogeneous evidence,…

Software Engineering · Computer Science 2026-05-12 Chenyu Zhao , Minghua Ma , Shenglin Zhang , Zeshun Huang , Yongqian Sun , Chetan Bansal , Saravan Rajmohan , Dan Pei

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

Fuzz Testing is a largely automated testing technique that provides random and unexpected input to a program in attempt to trigger failure conditions. Much of the research conducted thus far into Fuzz Testing has focused on developing…

Software Engineering · Computer Science 2019-07-30 Matthew Kelly , Christoph Treude , Alex Murray

Background: Code cloning - copying and reusing pieces of source code - is a common phenomenon in software development in practice. There have been several empirical studies on the effects of cloning, but there are contradictory results…

Software Engineering · Computer Science 2016-11-28 Stefan Wagner , Asim Abdulkhaleq , Kamer Kaya , Alexander Paar

Applications of reversible circuits can be found in the fields of low-power computation, cryptography, communications, digital signal processing, and the emerging field of quantum computation. Furthermore, prototype circuits for low-power…

Quantum Physics · Physics 2007-05-23 Ketan N. Patel , John P. Hayes , Igor L. Markov

This paper describes a complex networks approach to study the failure tolerance of mechatronic software systems under various types of hardware and/or software failures. We produce synthetic system architectures based on evidence of modular…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-10-04 Dharshana Kasthurirathna , Andy Dong , Mahendrarajah Piraveenan , Irem Y. Tumer

While fuzzing has demonstrated its effectiveness in exposing vulnerabilities within embedded firmware, the discovery of crashing test cases is only the first step in improving the security of these critical systems. The subsequent fault…

Cryptography and Security · Computer Science 2024-10-25 Boyu Chang , Binbin Zhao , Qiao Zhang , Peiyu Liu , Yuan Tian , Raheem Beyah , Shouling Ji

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

As IoT systems are given more responsibility and autonomy, they offer greater benefits, but also carry greater risks. We believe this trend invigorates an old challenge of software engineering: how to develop high-risk software-intensive…

Software Engineering · Computer Science 2022-09-20 Dharun Anandayuvaraj , James C. Davis

Software testing ensures that a system functions correctly, meets specified requirements, and maintains high quality. As artificial intelligence and machine learning (ML) technologies become integral to software systems, testing has evolved…

Software Engineering · Computer Science 2025-07-29 Ronnie de Souza Santos , Matheus de Morais Leca , Reydne Santos , Cleyton Magalhaes

Embedded systems in safety-critical environments are continuously required to deliver more performance and functionality, while expected to provide verified safety guarantees. Nonetheless, platform-wide software verification (required for…

Systems and Control · Computer Science 2017-05-09 Fardin Abdi , Renato Mancuso , Rohan Tabish , Marco Caccamo