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Fuzzing is a security testing methodology effective in finding bugs. In a nutshell, a fuzzer sends multiple slightly malformed messages to the software under test, hoping for crashes or weird system behaviour. The methodology is relatively…

Cryptography and Security · Computer Science 2023-01-09 Cristian Daniele , Seyed Behnam Andarzian , Erik Poll

Greybox fuzzing has achieved success in revealing bugs and vulnerabilities in programs. However, randomized mutation strategies have limited the fuzzer's performance on structured data. Specialized fuzzers can handle complex structured…

Cryptography and Security · Computer Science 2026-03-18 Hongxiang Zhang , Yuyang Rong , Yifeng He , Hao Chen

Greybox fuzzing is a lightweight testing approach that effectively detects bugs and security vulnerabilities. However, greybox fuzzers randomly mutate program inputs to exercise new paths; this makes it challenging to cover code that is…

Cryptography and Security · Computer Science 2018-07-23 Valentin Wüstholz , Maria Christakis

Coverage guided fuzzing (CGF) is an effective testing technique which has detected hundreds of thousands of bugs from various software applications. It focuses on maximizing code coverage to reveal more bugs during fuzzing. However, a…

Software Engineering · Computer Science 2022-05-03 Ruixiang Qian , Quanjun Zhang , Chunrong Fang , Lihua Guo

Fuzzing has become the de facto standard technique for finding software vulnerabilities. However, even state-of-the-art fuzzers are not very efficient at finding hard-to-trigger software bugs. Most popular fuzzers use evolutionary guidance…

Cryptography and Security · Computer Science 2019-07-16 Dongdong She , Kexin Pei , Dave Epstein , Junfeng Yang , Baishakhi Ray , Suman Jana

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

Robustness is a key concern for Rust library development because Rust promises no risks of undefined behaviors if developers use safe APIs only. Fuzzing is a practical approach for examining the robustness of programs. However, existing…

Software Engineering · Computer Science 2021-10-25 Jianfeng Jiang , Hui Xu , Yangfan Zhou

Fuzzing is highly effective in detecting bugs due to the key contribution of randomness. However, randomness significantly reduces the efficiency of fuzzing, causing it to cost days or weeks to expose bugs. Even though directed fuzzing…

Software Engineering · Computer Science 2025-07-31 Xiaotao Feng , Xiaogang Zhu , Kun Hu , Jincheng Wang , Yingjie Cao , Guang Gong , Jianfeng Pan

Fuzz testing (or fuzzing) is an effective technique used to find security vulnerabilities. It consists of feeding a software under test with malformed inputs, waiting for a weird system behaviour (often a crash of the system). Over the…

Cryptography and Security · Computer Science 2023-03-14 Marcello Maugeri , Cristian Daniele , Giampaolo Bella , Erik Poll

BusyBox, an open-source software bundling over 300 essential Linux commands into a single executable, is ubiquitous in Linux-based embedded devices. Vulnerabilities in BusyBox can have far-reaching consequences, affecting a wide array of…

Software Engineering · Computer Science 2025-03-26 Asmita , Yaroslav Oliinyk , Michael Scott , Ryan Tsang , Chongzhou Fang , Houman Homayoun

Fuzzing consists of repeatedly testing an application with modified, or fuzzed, inputs with the goal of finding security vulnerabilities in input-parsing code. In this paper, we show how to automate the generation of an input grammar…

Artificial Intelligence · Computer Science 2017-01-26 Patrice Godefroid , Hila Peleg , Rishabh Singh

Security vulnerabilities in Internet-of-Things devices, mobile platforms, and autonomous systems remain critical. Traditional mutation-based fuzzers -- while effectively explore code paths -- primarily perform byte- or bit-level edits…

Software Engineering · Computer Science 2025-09-25 Mengdi Lu , Steven Ding , Furkan Alaca , Philippe Charland

Vulnerable software represents a tremendous threat to modern information systems. Vulnerabilities in widespread applications may be used to spread malware, steal money and conduct target attacks. To address this problem, developers and…

Cryptography and Security · Computer Science 2018-07-06 Maksim Shudrak , Vyacheslav Zolotarev

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

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

Software vulnerabilities are constantly being reported and exploited in software products, causing significant impacts on society. In recent years, the main approach to vulnerability detection, fuzzing, has been integrated into the…

Software Engineering · Computer Science 2025-10-21 Tatsuya Shirai , Olivier Nourry , Yutaro Kashiwa , Kenji Fujiwara , Yasutaka Kamei , Hajimu Iida

Fuzzing is a commonly used technique designed to test software by automatically crafting program inputs. Currently, the most successful fuzzing algorithms emphasize simple, low-overhead strategies with the ability to efficiently monitor…

Software Engineering · Computer Science 2018-07-20 William Drozd , Michael D. Wagner

Over 70% of security vulnerabilities in critical software systems today result from memory safety violations. To address this challenge, fuzzing and static analysis are widely used automated methods to discover such vulnerabilities. Fuzzing…

Cryptography and Security · Computer Science 2026-03-31 Keno Hassler , Philipp Görz , Stephan Lipp

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 technologies have evolved at a fast pace in recent years, revealing bugs in programs with ever increasing depth and speed. Applications working with complex formats are however more difficult to take on, as inputs need to meet…

Cryptography and Security · Computer Science 2020-08-13 Andrea Fioraldi , Daniele Cono D'Elia , Emilio Coppa