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Fuzzing is a powerful technique for finding bugs in software libraries, but scaling it remains difficult. Automated harness generation commits to fixed API sequences at synthesis time, limiting the behaviors each harness can test.…

软件工程 · 计算机科学 2026-02-24 Harrison Green , Fraser Brown , Claire Le Goues

This paper develops automated testing and debugging techniques for answer set solver development. We describe a flexible grammar-based black-box ASP fuzz testing tool which is able to reveal various defects such as unsound and incomplete…

人工智能 · 计算机科学 2010-07-20 Robert Brummayer , Matti Järvisalo

Security vulnerabilities play a vital role in network security system. Fuzzing technology is widely used as a vulnerability discovery technology to reduce damage in advance. However, traditional fuzzing techniques have many challenges, such…

密码学与安全 · 计算机科学 2020-08-20 Yan Wang , Peng Jia , Luping Liu , Jiayong Liu

Web applications require exchanging parameters between a client and a server to function properly. In real-world systems such as online banking transfer, traversing multiple pages with parameters contributed by both the user and server is a…

密码学与安全 · 计算机科学 2014-06-09 Adonis P. H. Fung , Tielei Wang , K. W. Cheung , T. Y. Wong

Fuzzing is effective for vulnerability discovery but struggles with complex targets such as compilers, interpreters, and database engines, which accept textual input that must satisfy intricate syntactic and semantic constraints. Although…

密码学与安全 · 计算机科学 2025-09-26 Jiayi Lin , Liangcai Su , Junzhe Li , Chenxiong Qian

Fuzzing is a well-established technique in the software domain to uncover bugs and vulnerabilities. Yet, applications of fuzzing for security vulnerabilities in hardware systems are scarce, as principal reasons are requirements for design…

密码学与安全 · 计算机科学 2024-02-16 Maik Ender , Felix Hahn , Marc Fyrbiak , Amir Moradi , Christof Paar

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…

密码学与安全 · 计算机科学 2024-05-30 Yunlong Lyu , Yuxuan Xie , Peng Chen , Hao Chen

Timing vulnerabilities in processors have emerged as a potent threat. As processors are the foundation of any computing system, identifying these flaws is imperative. Recently fuzzing techniques, traditionally used for detecting software…

Fuzzing has become a commonly used approach to identifying bugs in complex, real-world programs. However, interpreters are notoriously difficult to fuzz effectively, as they expect highly structured inputs, which are rarely produced by most…

密码学与安全 · 计算机科学 2023-04-06 Christopher Salls , Chani Jindal , Jake Corina , Christopher Kruegel , Giovanni Vigna

In recent years, fuzzing has been widely applied not only to application software but also to system software, including the Linux kernel and firmware, and has become a powerful technique for vulnerability discovery. Among these approaches,…

密码学与安全 · 计算机科学 2026-03-27 Masami Ichikawa

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,…

软件工程 · 计算机科学 2024-08-19 Davide Corradini , Zeno Montolli , Michele Pasqua , Mariano Ceccato

Fuzz testing, or fuzzing, has become one of the de facto standard techniques for bug finding in the software industry. In general, fuzzing provides various inputs to the target program to discover unhandled exceptions and crashes. In…

软件工程 · 计算机科学 2021-09-20 Yifan Wang , Yuchen Zhang , Chengbin Pang , Peng Li , Nikolaos Triandopoulos , Jun Xu

Processor designs rely on iterative modifications and reuse well-established designs. However, this reuse of prior designs also leads to similar vulnerabilities across multiple processors. As processors grow increasingly complex with…

密码学与安全 · 计算机科学 2025-12-09 Chen Chen , Zaiyan Xu , Mohamadreza Rostami , David Liu , Dileep Kalathil , Ahmad-Reza Sadeghi , Jeyavijayan Rajendran

Deep learning (DL) libraries are widely used in critical applications, where even subtle silent bugs can lead to serious consequences. While existing DL fuzzing techniques have made progress in detecting crashes, they inherently struggle to…

软件工程 · 计算机科学 2026-03-02 Kunpeng Zhang , Dongwei Xiao , Daoyuan Wu , Shuai Wang , Jiali Zhao , Yuanyi Lin , Tongtong Xu , Shaohua Wang

LockDoc is an approach to extract locking rules for kernel data structures from a dynamic execution trace recorded while the system is under a benchmark load. These locking rules can e.g. be used to locate synchronization bugs. For high…

软件工程 · 计算机科学 2021-09-17 Alexander Lochmann , Robin Thunig , Horst Schirmeier

Directed greybox fuzzing is a popular technique for targeted software testing that seeks to find inputs that reach a set of target sites in a program. Most existing directed greybox fuzzers do not provide any theoretical analysis of their…

密码学与安全 · 计算机科学 2022-09-02 Abhishek Shah , Dongdong She , Samanway Sadhu , Krish Singal , Peter Coffman , Suman Jana

Buffer-overruns are a prevalent vulnerability in software libraries and applications. Fuzz testing is one of the effective techniques to detect vulnerabilities in general. Greybox fuzzers such as AFL automatically generate a sequence of…

软件工程 · 计算机科学 2021-04-22 Raveendra Kumar Medicherla , Malathy Nagalakshmi , Tanya Sharma , Raghavan Komondoor

Wireless communication standards and implementations have a troubled history regarding security. Since most implementations and firmwares are closed-source, fuzzing remains one of the main methods to uncover Remote Code Execution (RCE)…

密码学与安全 · 计算机科学 2020-06-18 Jan Ruge , Jiska Classen , Francesco Gringoli , Matthias Hollick

Program fuzzing---providing randomly constructed inputs to a computer program---has proved to be a powerful way to uncover bugs, find security vulnerabilities, and generate test inputs that increase code coverage. In many applications,…

软件工程 · 计算机科学 2020-05-05 Zi Wang , Ben Liblit , Thomas Reps

Despite its effectiveness in uncovering software defects, American Fuzzy Lop (AFL), one of the best grey-box fuzzers, is inefficient when fuzz-testing source-unavailable programs. AFL's binary-only fuzzing mode, QEMU-AFL, is typically 2-5X…

软件工程 · 计算机科学 2019-05-28 Yaohui Chen , Dongliang Mu , Jun Xu , Zhichuang Sun , Wenbo Shen , Xinyu Xing , Long Lu , Bing Mao