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Metamorphic testing seeks to verify software in the absence of test oracles. Our application domain is ocean system modeling, where test oracles rarely exist, but where symmetries of the simulated physical systems are known. The input data…

Software Engineering · Computer Science 2021-03-18 Dilip Jagadeeshwarswamy Hiremath , Martin Claus , Wilhelm Hasselbring , Willi Rath

This paper presents an automated tool called Morphy for datamorphic testing. It classifies software test artefacts into test entities and test morphisms, which are mappings on testing entities. In addition to datamorphisms, metamorphisms…

Software Engineering · Computer Science 2019-12-23 Hong Zhu , Ian Bayley , Dongmei Liu , Xiaoyu Zheng

Software testing is often hindered where it is impossible or impractical to determine the correctness of the behaviour or output of the software under test (SUT), a situation known as the oracle problem. An example of an area facing the…

Software Engineering · Computer Science 2021-08-06 Liming Xu , Dave Towey , Andrew French , Steve Benford , Zhi Quan Zhou , Tsong Yueh Chen

Finding and fixing bugs are time-consuming activities in software development. Spectrum-based fault localization aims to identify the faulty position in source code based on the execution trace of test cases. Failing test cases and their…

Software Engineering · Computer Science 2018-07-06 Jifeng Xuan , Martin Monperrus

Context. White-box test generation is a technique used for automatically selecting test inputs using only the source or binary code. However, such techniques encounter challenges when applying them to complex programs. One of the main…

Software Engineering · Computer Science 2020-06-12 Dávid Honfi , Zoltán Micskei

Blockchain smart contracts play a crucial role in automating and securing agreements in diverse domains such as finance, healthcare, and supply chains. Despite their critical applications, testing these contracts often receives less…

Software Engineering · Computer Science 2025-01-20 Irving Jared Villanueva , Madhusudan Srinivasan , Faqeer Ur Rehman

With the widespread application of LLM-based dialogue systems in daily life, quality assurance has become more important than ever. Recent research has successfully introduced methods to identify unexpected behaviour in single-turn testing…

Software Engineering · Computer Science 2025-06-24 Guoxiang Guo , Aldeida Aleti , Neelofar Neelofar , Chakkrit Tantithamthavorn , Yuanyuan Qi , Tsong Yueh Chen

Metamorphic testing (MT) has proven to be a successful solution to automating testing and addressing the oracle problem. However, it entails manually deriving metamorphic relations (MRs) and converting them into an executable form; these…

Software Engineering · Computer Science 2024-10-14 Seung Yeob Shin , Fabrizio Pastore , Domenico Bianculli , Alexandra Baicoianu

Despite the rapid growth of smart contracts, they are suffering numerous security vulnerabilities due to the absence of reliable development and testing. In this article, we apply the metamorphic testing technique to detect smart contract…

Software Engineering · Computer Science 2023-03-07 Jiahao Li

Bioinformatics software plays a very important role in making critical decisions within many areas including medicine and health care. However, most of the research is directed towards developing tools, and little time and effort is spent…

Software Engineering · Computer Science 2018-02-22 Madhusudan Srinivasan , Morteza Pourreza Shahri , Upulee Kanewala , Indika Kahanda

The process of testing any software system is an enormous task which is time consuming and costly. The time and required effort to do sufficient testing grow, as the size and complexity of the software grows, which may cause overrun of the…

Software Engineering · Computer Science 2012-06-05 Ranjita Kumari Swain , Prafulla Kumar Behera , Durga Prasad Mohapatra

The most common malware detection approaches which are based on signature matching and are not sufficient for metamorphic malware detection, since virus kits and metamorphic engines can produce variants with no resemblance to one another.…

Cryptography and Security · Computer Science 2018-11-13 Reza Mirzazadeh , Mohammad Hossein Moattar , Majid Vafaei Jahan

We report on Just-in-Time catching test generation at Meta, designed to prevent bugs in large scale backend systems of hundreds of millions of line of code. Unlike traditional hardening tests, which pass at generation time, catching tests…

Augmented generation techniques such as Retrieval-Augmented Generation (RAG) and Cache-Augmented Generation (CAG) have revolutionized the field by enhancing large language model (LLM) outputs with external knowledge and cached information.…

Software Engineering · Computer Science 2024-02-23 Guanyu Wang , Yuekang Li , Yi Liu , Gelei Deng , Tianlin Li , Guosheng Xu , Yang Liu , Haoyu Wang , Kailong Wang

Among the many different kinds of program repair techniques, one widely studied family of techniques is called test suite based repair. Test-suites are in essence input-output specifications and are therefore typically inadequate for…

Software Engineering · Computer Science 2017-03-02 Zhongxing Yu , Matias Martinez , Benjamin Danglot , Thomas Durieux , Martin Monperrus

Large language models (LLMs) have introduced substantial challenges to software quality assurance due to their generative, probabilistic, and open-ended nature, which intensifies the oracle problem and limits the applicability of…

Software Engineering · Computer Science 2026-05-15 Zheng Zheng , Zenghui Zhou , Yinwang Xu , Daixu Ren , Tsong Yueh Chen

Metamorphic testing seeks to validate software in the absence of test oracles. Our application domain is ocean modeling, where test oracles often do not exist, but where symmetries of the simulated physical systems are known. In this short…

Software Engineering · Computer Science 2020-09-04 Dilip J. Hiremath , Martin Claus , Wilhelm Hasselbring , Willi Rath

Mutation analysis assesses a test suite's adequacy by measuring its ability to detect small artificial faults, systematically seeded into the tested program. Mutation analysis is considered one of the strongest test-adequacy criteria.…

Software Engineering · Computer Science 2021-03-01 Goran Petrović , Marko Ivanković , Gordon Fraser , René Just

Test pattern generation is an electronic design automation tool that attempts to find an input (or test) sequence that, when applied to a digital circuit, enables one to distinguish between the correct circuit behavior and the faulty…

Quantum Physics · Physics 2010-09-21 Jacob Biamonte , Marek Perkowski

A test oracle serves as a criterion or mechanism to assess the correspondence between software output and the anticipated behavior for a given input set. In automated testing, black-box techniques, known for their non-intrusive nature in…

Software Engineering · Computer Science 2023-10-11 Boxi Yu , Qiuyang Mang , Qingshuo Guo , Pinjia He