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Automatically crafting test scenarios for REST APIs helps deliver more reliable and trustworthy web-oriented systems. However, current black-box testing approaches rely heavily on the information available in the API's formal documentation,…

Software Engineering · Computer Science 2024-08-19 Davide Corradini , Zeno Montolli , Michele Pasqua , Mariano Ceccato

Large Language Models (LLMs) are increasingly used to build autonomous agents that perform complex tasks with external tools, often exposed through APIs in enterprise systems. Direct use of these APIs is difficult due to the complex input…

RESTful APIs are a type of web services that are widely used in industry. In the last few years, a lot of effort in the research community has been spent in designing novel techniques to automatically fuzz those APIs to find faults in them.…

Software Engineering · Computer Science 2022-07-11 Man Zhang , Andrea Arcuri

Modern web test suites rot. A UI refactor breaks locators, a timing change causes race conditions, and within weeks developers abandon the suite entirely. This paper presents an AI-driven autonomous testing framework that addresses these…

Cryptography and Security · Computer Science 2026-05-18 Vinil Pasupuleti , Siva Rama Krishna Varma Bayyavarapu , Shrey Tyagi

Existing REST API testing tools are typically evaluated using code coverage and crash-based fault metrics. However, recent LLM-based approaches increasingly generate tests from NL requirements to validate functional behaviour, making…

Software Engineering · Computer Science 2026-04-29 Leon Kogler , Stefan Hangler , Maximilian Ehrhart , Benedikt Dornauer , Roland Wuersching , Peter Schrammel

Mobile application security has been one of the major areas of security research in the last decade. Numerous application analysis tools have been proposed in response to malicious, curious, or vulnerable apps. However, existing tools, and…

Cryptography and Security · Computer Science 2018-06-29 Richard Bonett , Kaushal Kafle , Kevin Moran , Adwait Nadkarni , Denys Poshyvanyk

It is crucial that smart contracts are tested thoroughly due to their immutable nature. Even small bugs in smart contracts can lead to huge monetary losses. However, testing is not enough; it is also important to ensure the quality and…

Software Engineering · Computer Science 2020-01-23 Pieter Hartel , Richard Schumi

Automated test generation has become a key technique for ensuring software quality, particularly in modern API-based architectures. However, automatically generated test cases are typically assigned non-descriptive names (e.g., test0,…

Software Engineering · Computer Science 2025-12-02 Philip Garrett , Juan P. Galeotti , Andrea Arcuri , Alexander Poth , Olsi Rrjolli

API testing has increasing demands for software companies. Prior API testing tools were aware of certain types of dependencies that needed to be concise between operations and parameters. However, their approaches, which are mostly done…

Software Engineering · Computer Science 2024-07-16 Tri Le , Thien Tran , Duy Cao , Vy Le , Tien Nguyen , Vu Nguyen

Smart Contracts are software programs that are deployed and executed within a blockchain infrastructure. Due to their immutable nature, directly resulting from the specific characteristics of the deploying infrastructure, smart contracts…

Software Engineering · Computer Science 2021-05-11 Morena Barboni , Andrea Morichetta , Andrea Polini

Web applications are becoming more and more complex. Testing such applications is an intricate hard and time-consuming activity. Therefore, testing is often poorly performed or skipped by practitioners. Test automation can help to avoid…

Software Engineering · Computer Science 2011-08-12 Boni García , Juan Carlos Dueñas

Mutation testing is an effective technique for assessing the effectiveness of test suites by systematically injecting artificial faults into programs. However, existing mutation testing techniques fall short in capturing many types of…

Software Engineering · Computer Science 2026-01-28 Saba Alimadadi , Golnaz Gharachorlu

Representational State Transfer (REST) APIs are a cornerstone of modern cloud native systems. Ensuring their reliability demands automated test suites that exercise diverse and boundary level behaviors. Nevertheless, designing such test…

Software Engineering · Computer Science 2025-11-03 Jarne Besjes , Robbe Nooyens , Tolgahan Bardakci , Mutlu Beyazit , Serge Demeyer

Software's pervasive impact and increasing reliance in the era of digital transformation raise concerns about vulnerabilities, emphasizing the need for software security. Fuzzy testing is a dynamic analysis software testing technique that…

Software Engineering · Computer Science 2024-07-22 Tiago Dias , Eva Maia , Isabel Praça

Security testing aims at verifying that the software meets its security properties. In modern Web systems, however, this often entails the verification of the outputs generated when exercising the system with a very large set of inputs.…

Software Engineering · Computer Science 2023-03-09 Nazanin Bayati Chaleshtari , Fabrizio Pastore , Arda Goknil , Lionel C. Briand

Mutation testing has been widely used to assess the fault-detection effectiveness of a test suite, as well as to guide test case generation or prioritization. Empirical studies have shown that, while mutants are generally representative of…

Modern software systems evolve rapidly under CI/CD practices, where tests are critical for quality. However, substantial code changes often render existing test cases obsolete, causing pipeline disruptions, reduced productivity, and…

Software Engineering · Computer Science 2026-05-20 Dawei Tian , Jiakun Liu , Yun Peng , Yichen Zhang , Jianlei Chi , Jun Sun , Xiaohong Su

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

Specification-based regression testing of web services is an important activity which verifies the quality of web services. A major problem in web services is that only provider has the source code and both user and broker only have the XML…

Software Engineering · Computer Science 2015-06-04 Tehreem Masood , Aamer Nadeem , Gang-soo Lee

With the rise of software-as-a-service and microservice architectures, RESTful APIs are now ubiquitous in mobile and web applications. A service can have tens or hundreds of API methods, making it a challenge for programmers to find the…

Programming Languages · Computer Science 2022-04-06 Zheng Guo , David Cao , Davin Tjong , Jean Yang , Cole Schlesinger , Nadia Polikarpova