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Protocol implementations are stateful which makes them difficult to test: Sending the same test input message twice might yield a different response every time. Our proposal to consider a sequence of messages as a seed for coverage-directed…

Software Engineering · Computer Science 2025-04-30 Ruijie Meng , Van-Thuan Pham , Marcel Böhme , Abhik Roychoudhury

Fuzzing is an important dynamic program analysis technique designed for finding vulnerabilities in complex software. Fuzzing involves presenting a target program with crafted malicious input to cause crashes, buffer overflows, memory…

Testing with randomly generated inputs (fuzzing) has gained significant traction due to its capacity to expose program vulnerabilities automatically. Fuzz testing campaigns generate large amounts of data, making them ideal for the…

Software Engineering · Computer Science 2023-09-29 Maria-Irina Nicolae , Max Eisele , Andreas Zeller

Library fuzzing is essential for hardening the software supply chain, but adopting it at scale remains expensive. Practitioners still spend substantial effort on environment setup, struggle to generate harnesses that respect intricate API…

Software Engineering · Computer Science 2026-05-15 Yunlong Lyu , Peng Chen , Fengyi Wu , Junzhe Yu , Kit Long Hon , Hao Chen

Fuzzing continues to be the most effective method for identifying security vulnerabilities in software. In the context of fuzz testing, the fuzzer supplies varied inputs to fuzz targets, which are designed to comprehensively exercise…

Software Engineering · Computer Science 2026-01-21 Chi Thien Tran

Most software that runs on computers undergoes processing by compilers. Since compilers constitute the fundamental infrastructure of software development, their correctness is paramount. Over the years, researchers have invested in…

Software Engineering · Computer Science 2023-06-19 Haoyang Ma

Fuzzing has played an important role in improving software development and testing over the course of several decades. Recent research in fuzzing has focused on applications of machine learning (ML), offering useful tools to overcome…

Cryptography and Security · Computer Science 2019-10-11 Gary J Saavedra , Kathryn N Rodhouse , Daniel M Dunlavy , Philip W Kegelmeyer

Since the advent of AFL, the use of mutational, feedback directed, grey-box fuzzers has become critical in the automated detection of security vulnerabilities. A great deal of research currently goes into their optimisation, including…

Software Engineering · Computer Science 2025-01-27 Daniel Blackwell , David Clark

Fuzzing is widely used for detecting bugs and vulnerabilities, with various techniques proposed to enhance its effectiveness. To combine the advantages of multiple technologies, researchers proposed ensemble fuzzing, which integrates…

Software Engineering · Computer Science 2025-07-31 Yukai Zhao , Shaohua Wang , Jue Wang , Xing Hu , Xin Xia

Fuzz testing proved its great effectiveness in finding software bugs in the latest years, however, there are still open challenges. Coverage-guided fuzzers suffer from the fact that covering a program point does not ensure the trigger of a…

Software Engineering · Computer Science 2020-12-22 Andrea Fioraldi

Fuzz testing is one of the most effective techniques for finding software vulnerabilities. While modern fuzzers can generate inputs and monitor executions automatically, the overall workflow, from analyzing a codebase, to configuring…

Software Engineering · Computer Science 2025-09-19 Max Bazalii , Marius Fleischer

Software fuzzing is a strong testing technique that has become the de facto approach for automated software testing and software vulnerability detection in the industry. The random nature of fuzzing makes monitoring and understanding the…

Software Engineering · Computer Science 2021-12-28 Aftab Hussain , Mohammad Amin Alipour

Fuzz testing is a fundamental technique employed to identify vulnerabilities within software systems. However, the process can be protracted and resource-intensive, especially when confronted with extensive codebases. In this work, I…

Software Engineering · Computer Science 2024-12-12 Saket Upadhyay

Crafting high-quality fuzz drivers not only is time-consuming but also requires a deep understanding of the library. However, the state-of-the-art automatic fuzz driver generation techniques fall short of expectations. While fuzz drivers…

Cryptography and Security · Computer Science 2024-05-30 Yunlong Lyu , Yuxuan Xie , Peng Chen , Hao Chen

Fuzzing is an automated application vulnerability detection method. For genetic algorithm-based fuzzing, it can mutate the seed files provided by users to obtain a number of inputs, which are then used to test the objective application in…

Cryptography and Security · Computer Science 2019-06-04 Chenyang Lyu , Shouling Ji , Yuwei Li , Junfeng Zhou , Jianhai Chen , Jing Chen

Collaborative fuzzing combines multiple individual fuzzers and dynamically chooses appropriate combinations for different programs. Unlike individual fuzzers that rely on specific assumptions, collaborative fuzzing relaxes assumptions on…

Cryptography and Security · Computer Science 2025-07-23 Wenxuan Shi , Hongwei Li , Jiahao Yu , Xinqian Sun , Wenbo Guo , Xinyu Xing

Testing-based methodologies like fuzzing are able to analyze complex software which is not amenable to traditional formal approaches like verification, model checking, and abstract interpretation. Despite enormous success at exposing…

Software Engineering · Computer Science 2019-04-17 Shaobo He , Michael Emmi , Gabriela Ciocarlie

4G and 5G represent the current cellular communication standards utilized daily by billions of users for various applications. Consequently, ensuring the security of 4G and 5G network implementations is critically important. This paper…

Cryptography and Security · Computer Science 2024-10-29 Ilja Siroš , Dave Singelée , Bart Preneel

Fuzzing has been incredibly successful in uncovering bugs and vulnerabilities across diverse software systems. JSON parsers play a vital role in modern software development, and ensuring their reliability is of great importance. This…

Software Engineering · Computer Science 2024-10-31 Zhiyuan Zhong , Zhezhen Cao , Zhanwei Zhang

The Operating System (OS) kernel is foundational in modern computing, especially with the proliferation of diverse computing devices. However, its development also comes with vulnerabilities that can lead to severe security breaches. Kernel…

Cryptography and Security · Computer Science 2025-12-05 Jiacheng Xu , He Sun , Shihao Jiang , Qinying Wang , Mingming Zhang , Xiang Li , Kaiwen Shen , Peng Cheng , Jiming Chen , Charles Zhang , Shouling Ji
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