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Random testing (RT) is a black-box software testing technique that tests programs by generating random test inputs. It is a widely used technique for software quality assurance, but there has been much debate by practitioners concerning its…

软件工程 · 计算机科学 2019-10-01 Jinfu Chen , Hilary Ackah-Arthur , Chengying Mao , Patrick Kwaku Kudjo

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…

Automated testing for REST APIs has become essential for ensuring the correctness and reliability of modern web services. While existing approaches primarily focus on detecting server crashes and error codes, they often overlook logical…

软件工程 · 计算机科学 2025-03-20 Ke Zhang , Chenxi Zhang , Chong Wang , Chi Zhang , YaChen Wu , Zhenchang Xing , Yang Liu , Qingshan Li , Xin Peng

Generation-based fuzzing is a software testing approach which is able to discover different types of bugs and vulnerabilities in software. It is, however, known to be very time consuming to design and fine tune classical fuzzers to achieve…

密码学与安全 · 计算机科学 2019-01-25 Martin Sablotny , Bjørn Sand Jensen , Chris W. Johnson

The proliferation of Internet of Things (IoT) devices has made people's lives more convenient, but it has also raised many security concerns. Due to the difficulty of obtaining and emulating IoT firmware, the black-box fuzzing of IoT…

密码学与安全 · 计算机科学 2021-05-24 Xiaotao Feng , Ruoxi Sun , Xiaogang Zhu , Minhui Xue , Sheng Wen , Dongxi Liu , Surya Nepal , Yang Xiang

BACKGROUND: Software engineers must be vigilant in preventing and correcting vulnerabilities and other critical bugs. In servicing this need, numerous tools and techniques have been developed to assist developers. Fuzzers, by autonomously…

软件工程 · 计算机科学 2023-05-22 Brandon Keller , Andrew Meneely , Benjamin Meyers

Modern web applications rely heavily on client-side API calls to fetch data, render content, and communicate with backend services. However, the quality of these network interactions (redundant requests, missing cache headers, oversized…

软件工程 · 计算机科学 2026-02-19 Ali Hassaan Mughal , Muhammad Bilal , Noor Fatima

A growing body of research has been dedicated to DL model testing. However, there is still limited work on testing DL libraries, which serve as the foundations for building, training, and running DL models. Prior work on fuzzing DL…

软件工程 · 计算机科学 2022-07-13 Yinlin Deng , Chenyuan Yang , Anjiang Wei , Lingming Zhang

Grey-box fuzzing is the lightweight approach of choice for finding bugs in sequential programs. It provides a balance between efficiency and effectiveness by conducting a biased random search over the domain of program inputs using a…

软件工程 · 计算机科学 2023-08-15 Ruijie Meng , George Pîrlea , Abhik Roychoudhury , Ilya Sergey

Automated black-box testing of APIs typically relies on interface specifications that define available operations and data schemas, but offer limited or no behavioural semantics. This semantic gap amplifies the test-oracle problem and…

软件工程 · 计算机科学 2026-04-13 Ana Ribeiro , Margarida Mamede , Carla Ferreira

Hardware flaws are permanent and potent: hardware cannot be patched once fabricated, and any flaws may undermine any software executing on top. Consequently, verification time dominates implementation time. The gold standard in hardware…

硬件体系结构 · 计算机科学 2021-02-05 Timothy Trippel , Kang G. Shin , Alex Chernyakhovsky , Garret Kelly , Dominic Rizzo , Matthew Hicks

HTTP/1.1 parsing discrepancies have been the basis for numerous classes of attacks against web servers. Previous techniques for discovering HTTP parsing discrepancies have focused on blackbox differential testing of HTTP gateway servers,…

密码学与安全 · 计算机科学 2024-05-29 Ben Kallus , Prashant Anantharaman , Michael Locasto , Sean W. Smith

Network applications are routinely under attack. We consider the problem of developing an effective and efficient fuzzer for the recently ratified QUIC network protocol to uncover security vulnerabilities. QUIC offers a unified transport…

密码学与安全 · 计算机科学 2025-03-26 Kian Kai Ang , Damith C. Ranasinghe

Softwarization and virtualization in 5G and beyond require rigorous testing against vulnerabilities and unintended emergent behaviors for critical infrastructure and network security assurance. Formal methods operates efficiently in…

密码学与安全 · 计算机科学 2023-07-13 Jingda Yang , Ying Wang

Context: Exhaustive fuzzing of modern JavaScript engines is infeasible due to the vast number of program states and execution paths. Coverage-guided fuzzers waste effort on low-risk inputs, often ignoring vulnerability-triggering ones that…

软件工程 · 计算机科学 2025-12-23 Kishan Kumar Ganguly , Tim Menzies

Fuzz testing has become a cornerstone technique for identifying software bugs and security vulnerabilities, with broad adoption in both industry and open-source communities. Directly fuzzing a function requires fuzz drivers, which translate…

Fuzzing is utilized for testing software and systems for cybersecurity risk via the automated adaptation of inputs. It facilitates the identification of software bugs and misconfigurations that may create vulnerabilities, cause abnormal…

密码学与安全 · 计算机科学 2023-06-08 Jack Hance , Jeremy Straub

Taint-style vulnerabilities comprise a majority of fuzzer discovered program faults. These vulnerabilities usually manifest as memory access violations caused by tainted program input. Although fuzzers have helped uncover a majority of…

密码学与安全 · 计算机科学 2017-06-02 Bhargava Shastry , Federico Maggi , Fabian Yamaguchi , Konrad Rieck , Jean-Pierre Seifert

AI coding agents are increasingly integrated into real-world software development workflows, yet their robustness under diverse and adversarial scenarios remains poorly understood. We present ABTest, a behavior-driven fuzzing framework that…

软件工程 · 计算机科学 2026-04-23 Wuyang Dai , Moses Openja , Hung Viet Pham , Gias Uddin , Jinqiu Yang , Song Wang

Telecommunications networks rely on configurations to define routing behavior, especially in the Border Gateway Protocol (BGP), where misconfigurations can lead to severe outages and security breaches, as demonstrated by the 2021 Facebook…

软件工程 · 计算机科学 2025-12-08 Chenlu Zhang , Amirmohammad Pasdar , Van-Thuan Pham