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API economy is driving the digital transformation of business applications across the hybrid Cloud and edge environments. For such transformations to succeed, end-to-end testing of the application API composition is required. Testing of API…

Artificial Intelligence · Computer Science 2021-09-07 Samuel Ackerman , Sanjib Choudhury , Nirmit Desai , Eitan Farchi , Dan Gisolfi , Andrew Hicks , Saritha Route , Diptikalyan Saha

The rising popularity of the microservice architectural style has led to a growing demand for automated testing approaches tailored to these systems. EvoMaster is a state-of-the-art tool that uses Evolutionary Algorithms (EAs) to…

Software Engineering · Computer Science 2025-01-31 Clinton Cao , Annibale Panichella , Sicco Verwer

Software testing has progressed toward intelligent automation, yet current AI-based test generators still suffer from static, single-shot outputs that frequently produce invalid, redundant, or non-executable tests due to the lack of…

Software Engineering · Computer Science 2026-01-07 Saba Naqvi , Mohammad Baqar , Nawaz Ali Mohammad

Testing microservice systems involves a large amount of planning and problem-solving. The difficulty of testing microservice systems increases as the size and structure of such systems become more complex. To help the microservice community…

Software Engineering · Computer Science 2023-06-12 Sheldon Smith , Ethan Robinson , Timmy Frederiksen , Trae Stevens , Tomas Cerny , Miroslav Bures , Davide Taibi

Context. While in serverless computing, application resource management and operational concerns are generally delegated to the cloud provider, ensuring that serverless applications meet their performance requirements is still a…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-07-29 Simon Eismann , Diego Elias Costa , Lizhi Liao , Cor-Paul Bezemer , Weiyi Shang , André van Hoorn , Samuel Kounev

Random testing (RT) is a well-studied testing method that has been widely applied to the testing of many applications, including embedded software systems, SQL database systems, and Android applications. Adaptive random testing (ART) aims…

Software Engineering · Computer Science 2020-07-15 Rubing Huang , Weifeng Sun , Yinyin Xu , Haibo Chen , Dave Towey , Xin Xia

[Background] Nowadays, there is a massive growth of data volume and speed in many types of systems. It introduces new needs for infrastructure and applications that have to handle streams of data with low latency and high throughput.…

Software Engineering · Computer Science 2019-09-25 Alexandre Vianna , Waldemar Ferreira , Kiev Gama

Representational state transfer (REST) is a widely employed architecture by web applications and cloud. Users can invoke such services according to the specification of their application interfaces, namely RESTful APIs. Existing approaches…

Software Engineering · Computer Science 2022-03-08 Jiaxian Lin , Tianyu Li , Yang Chen , Guangsheng Wei , Jiadong Lin , Sen Zhang , Hui Xu

Large Language Models (LLMs) have witnessed remarkable advancements in recent years, prompting the exploration of tool learning, which integrates LLMs with external tools to address diverse real-world challenges. Assessing the capability of…

Computation and Language · Computer Science 2025-03-06 Zhicheng Guo , Sijie Cheng , Hao Wang , Shihao Liang , Yujia Qin , Peng Li , Zhiyuan Liu , Maosong Sun , Yang Liu

Quality Assurance (QA) is a critical component in product development, particularly in software testing. Despite the evolution of automated methods, testing for REST APIs often involves repetitive tasks. A significant portion of resources…

Software Engineering · Computer Science 2023-11-23 Yash Mahalwal , Pawel Pratyush , Yogesh Poonia

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

Retrieval Augmented Generation (RAG) has advanced software engineering tasks but remains underexplored in unit test generation. To bridge this gap, we investigate the efficacy of RAG-based unit test generation for machine learning (ML/DL)…

Software Engineering · Computer Science 2025-10-20 Jiho Shin , Nima Shiri Harzevili , Reem Aleithan , Hadi Hemmati , Song Wang

Nowadays, many companies design and develop their software systems as a set of loosely coupled microservices that communicate via their Application Programming Interfaces (APIs). While the loose coupling improves maintainability,…

Software Engineering · Computer Science 2024-06-05 Alexander Lercher , Johann Glock , Christian Macho , Martin Pinzger

Due to their widespread use in industry, several techniques have been proposed in the literature to fuzz REST APIs. Existing fuzzers for REST APIs have been focusing on detecting crashes (e.g., 500 HTTP server error status code). However,…

Software Engineering · Computer Science 2026-04-02 Omur Sahin , Man Zhang , Andrea Arcuri

Vehicle API testing verifies whether the interactions between a vehicle's internal systems and external applications meet expectations, ensuring that users can access and control various vehicle functions and data. However, this task is…

Software Engineering · Computer Science 2025-02-07 Shuai Wang , Yinan Yu , Robert Feldt , Dhasarathy Parthasarathy

Model-Driven Engineering (MDE) is a software engineering methodology focusing on models as primary artifacts. In the last years, the emergence of Web technologies has led to the development of Web-based modeling tools and model-based…

Software Engineering · Computer Science 2024-06-26 Adiel Tuyishime , Francesco Basciani , Javier Luis Cánovas Izquierdo , Ludovico Iovino

The given paper presents an overview of modern RESTful API description languages (belongs to interface description languages set) - OpenAPI, RAML, WADL, Slate - designed to provide a structured description of a RESTful web APIs (that is…

Software Engineering · Computer Science 2020-03-27 Kyrylo Malakhov , Oleksandr Kurgaev , Vitalii Velychko

Assessing the effectiveness of REST API tests in black-box settings can be challenging due to the lack of access to source code coverage metrics and polyglot tech stack. We propose three metrics for capturing average, minimum, and maximum…

Software Engineering · Computer Science 2026-05-27 Nana Reinikainen , Mika Mäntylä , Yuqing Wang

Autonomous driving has shown great potential to reform modern transportation. Yet its reliability and safety have drawn a lot of attention and concerns. Compared with traditional software systems, autonomous driving systems (ADSs) often use…

Software Engineering · Computer Science 2022-09-26 Guannan Lou , Yao Deng , Xi Zheng , Mengshi Zhang , Tianyi Zhang

Application services often support mobile and web applications with REST interfaces, implemented using a set of distributed components that interact with each other. This approach allows services to have high availability and performance at…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-03-27 Sara Simoes , Ana Ribeiro , Carla Ferreira , Nuno Preguica
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