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MR-Scout: Automated Synthesis of Metamorphic Relations from Existing Test Cases

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/stvr.1486openalex-snapshot
A Hitchhiker's guide to statistical tests for assessing randomized algorithms in software engineering
inferredcites →https://doi.org/10.1002/stvr.1594openalex-snapshot
Predicting metamorphic relations for testing scientific software: a machine learning approach using graph kernels
inferredcites →https://doi.org/10.1007/978-3-642-19811-3_21openalex-snapshot
Retrofitting Unit Tests for Parameterized Unit Testing
inferredcites →https://doi.org/10.1007/s10664-021-09985-1openalex-snapshot
To what extent do DNN-based image classification models make unreliable inferences?
inferredcites →https://doi.org/10.1007/s10664-022-10131-8openalex-snapshot
Characterizing usages, updates and risks of third-party libraries in Java projects
inferredcites →https://doi.org/10.1016/j.jss.2015.07.037openalex-snapshot
METRIC: METamorphic Relation Identification based on the Category-choice framework
inferredcites →https://doi.org/10.1016/j.jss.2018.09.016openalex-snapshot
What’s in a GitHub Star? Understanding Repository Starring Practices in a Social Coding Platform
inferredcites →https://doi.org/10.1016/j.jss.2021.111041openalex-snapshot
MeMo: Automatically identifying metamorphic relations in Javadoc comments for test automation
inferredcites →https://doi.org/10.1109/ase51524.2021.9678706openalex-snapshot
Assessing Robustness of ML-Based Program Analysis Tools using Metamorphic Program Transformations
inferredcites →https://doi.org/10.1109/icse-companion.2019.00098openalex-snapshot
Carving Parameterized Unit Tests
inferredcites →https://doi.org/10.1109/icse-seip52600.2021.00023openalex-snapshot
Testing Web Enabled Simulation at Scale Using Metamorphic Testing
inferredcites →https://doi.org/10.1109/icse48619.2023.00202openalex-snapshot
MorphQ: Metamorphic Testing of the Qiskit Quantum Computing Platform
inferredcites →https://doi.org/10.1109/icsme.2019.00035openalex-snapshot
Automatic Discovery and Cleansing of Numerical Metamorphic Relations
inferredcites →https://doi.org/10.1109/icsme46990.2020.00014openalex-snapshot
An Empirical Study of Usages, Updates and Risks of Third-Party Libraries in Java Projects
inferredcites →https://doi.org/10.1109/icst.2013.51openalex-snapshot
EvoSuite: On the Challenges of Test Case Generation in the Real World
inferredcites →https://doi.org/10.1109/icst.2015.7102580openalex-snapshot
Achievements, Open Problems and Challenges for Search Based Software Testing
inferredcites →https://doi.org/10.1109/issre.2013.6698899openalex-snapshot
Using machine learning techniques to detect metamorphic relations for programs without test oracles
inferredcites →https://doi.org/10.1109/met.2017.3openalex-snapshot
A Template-Based Approach to Describing Metamorphic Relations
inferredcites →https://doi.org/10.1109/met.2017.6openalex-snapshot
Metamorphic Model-Based Testing of Autonomous Systems
inferredcites →https://doi.org/10.1109/met.2019.00008openalex-snapshot
Metamorphic Testing of Android Graphics Drivers
inferredcites →https://doi.org/10.1109/tse.2012.14openalex-snapshot
Whole Test Suite Generation
inferredcites →https://doi.org/10.1109/tse.2016.2532875openalex-snapshot
A Survey on Metamorphic Testing
inferredcites →https://doi.org/10.1109/tse.2018.2876433openalex-snapshot
Metamorphic Relations for Enhancing System Understanding and Use
inferredcites →https://doi.org/10.1109/tse.2019.2934848openalex-snapshot
METRIC+: A Metamorphic Relation Identification Technique Based on Input plus Output Domains
inferredcites →https://doi.org/10.1109/tse.2020.3009698openalex-snapshot
Theoretical and Empirical Analyses of the Effectiveness of Metamorphic Relation Composition
inferredcites →https://doi.org/10.1109/tse.2022.3227418openalex-snapshot
InterEvo-TR: Interactive Evolutionary Test Generation With Readability Assessment
inferredcites →https://doi.org/10.1145/1297846.1297902openalex-snapshot
Randoop
inferredcites →https://doi.org/10.1145/2001420.2001464openalex-snapshot
Generating parameterized unit tests
inferredcites →https://doi.org/10.1145/2025113.2025179openalex-snapshot
EvoSuite
inferredcites →https://doi.org/10.1145/2408776.2408795openalex-snapshot
Symbolic execution for software testing
inferredcites →https://doi.org/10.1145/2642937.2642994openalex-snapshot
Search-based inference of polynomial metamorphic relations
inferredcites →https://doi.org/10.1145/2896971.2896974openalex-snapshot
μMT
inferredcites →https://doi.org/10.1145/2896971.2896978openalex-snapshot
Metamorphic testing for (graphics) compilers
inferredcites →https://doi.org/10.1145/2931037.2931062openalex-snapshot
Test oracle assessment and improvement
inferredcites →https://doi.org/10.1145/3143561openalex-snapshot
Metamorphic Testing
inferredcites →https://doi.org/10.1145/3180155.3182528openalex-snapshot
Metamorphic testing of RESTful web APIs
inferredcites →https://doi.org/10.1145/3324884.3416539openalex-snapshot
MockSniffer
inferredcites →https://doi.org/10.1145/3324884.3416584openalex-snapshot
Metamorphic object insertion for testing object detection systems
inferredcites →https://doi.org/10.1145/3368089.3409758openalex-snapshot
Evolutionary improvement of assertion oracles
inferredcites →https://doi.org/10.1145/3468264.3468619openalex-snapshot
Graph-based seed object synthesis for search-based unit testing
inferredcites →https://doi.org/10.1145/3468264.3473920openalex-snapshot
Generating metamorphic relations for cyber-physical systems with genetic programming: an industrial case study
inferredcites →https://doi.org/10.1145/3490488openalex-snapshot
SemMT: A Semantic-Based Testing Approach for Machine Translation Systems
inferredcites →https://doi.org/10.1145/3508035openalex-snapshot
Metamorphic Testing of Deep Learning Compilers
inferredcites →https://doi.org/10.1145/3520304.3534077openalex-snapshot
Evolutionary generation of metamorphic relations for cyber-physical systems
inferredcites →https://doi.org/10.1145/3526072.3527538openalex-snapshot
SBST tool competition 2022
inferredcites →https://doi.org/10.1145/3597926.3598053openalex-snapshot
Fuzzing Deep Learning Compilers with HirGen
inferredcites →https://doi.org/10.2307/1269179openalex-snapshot
Mathematical Statistics and Data Analysis
inferredcites →https://doi.org/10.24963/ijcai.2020/64openalex-snapshot
Metamorphic Testing and Certified Mitigation of Fairness Violations in NLP Models
inferredcites →https://doi.org/10.48550/arxiv.2002.12543openalex-snapshot
Metamorphic Testing: A New Approach for Generating Next Test Cases

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/s11219-026-09743-wopenalex-snapshot
Revisiting the cost-effectiveness of metamorphic relation composition
inferred← citeshttps://doi.org/10.1016/j.infsof.2025.107944openalex-snapshot
ISVMT: An approach of indicator systems validation based on metamorphic testing and data mutation
inferred← citeshttps://doi.org/10.1016/j.infsof.2026.108150openalex-snapshot
Towards metamorphic testing with LLM-based workflows: Metamorphic relation inference and follow-up test case generation
inferred← citeshttps://doi.org/10.1109/apsec66846.2025.00055openalex-snapshot
SVPrompt-MR: An LLM-Based Metamorphic Relation Identification Method with Self-Verification Mechanism
inferred← citeshttps://doi.org/10.1109/ase63991.2025.00222openalex-snapshot
State Field Coverage: A Metric for Oracle Quality
inferred← citeshttps://doi.org/10.1109/icsme64153.2025.00025openalex-snapshot
Metamorphic Testing of Large Language Models for Natural Language Processing
inferred← citeshttps://doi.org/10.1109/icst69053.2026.00016openalex-snapshot
Automated Inference of Expressive Metamorphic Relations for Effective Metamorphic Testing
inferred← citeshttps://doi.org/10.1109/saner64311.2025.00011openalex-snapshot
Can Large Language Models Discover Metamorphic Relations? A Large-Scale Empirical Study
inferred← citeshttps://doi.org/10.1109/scam63643.2024.00025openalex-snapshot
PROZE: Generating Parameterized Unit Tests Informed by Runtime Data
inferred← citeshttps://doi.org/10.1145/3691620.3696020openalex-snapshot
MR-Adopt: Automatic Deduction of Input Transformation Function for Metamorphic Testing
inferred← citeshttps://doi.org/10.1145/3708521openalex-snapshot
Metamorphic Relation Generation: State of the Art and Research Directions
inferred← citeshttps://doi.org/10.1145/3715003openalex-snapshot
The Future of AI-Driven Software Engineering
inferred← citeshttps://doi.org/10.1145/3715107openalex-snapshot
Test Oracle Automation in the Era of LLMs
inferred← citeshttps://doi.org/10.1145/3797146openalex-snapshot
Validating LLM-Generated SQL Queries through Metamorphic Prompting
inferred← citeshttps://doi.org/10.1145/3832283openalex-snapshot
STARS: Static Analysis-Guided Assertion Synthesis using Large Language Models
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