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In recent years, fuzz testing has proven itself to be one of the most effective techniques for finding correctness bugs and security vulnerabilities in practice. One particular fuzz testing tool, American Fuzzy Lop or AFL, has become…

软件工程 · 计算机科学 2018-07-31 Caroline Lemieux , Koushik Sen

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…

软件工程 · 计算机科学 2024-07-22 Tiago Dias , Eva Maia , Isabel Praça

Testing ultra-large microservices-based FinTech systems presents significant challenges, including restricted access to production environments, complex dependencies, and stringent security constraints. We propose SandBoxFuzz, a scalable…

软件工程 · 计算机科学 2025-04-29 Jiazhao Yu , Yanlun Tu , Zhanlei Zhang , Tiehua Zhang , Cheng Xu , Weigang Wu , Hong Jin Kang , Xi Zheng

With the growth of web applications, REST APIs have become the primary communication method between services. In order to ensure system reliability and security, software quality can be assured by effective testing methods. Black box fuzz…

软件工程 · 计算机科学 2022-01-03 Chung-Hsuan Tsai , Shi-Chun Tsai , Shih-Kun Huang

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…

密码学与安全 · 计算机科学 2018-07-23 Valentin Wüstholz , Maria Christakis

Grey-box fuzz testing has revealed thousands of vulnerabilities in real-world software owing to its lightweight instrumentation, fast coverage feedback, and dynamic adjusting strategies. However, directly applying grey-box fuzzing to…

软件工程 · 计算机科学 2020-08-03 Hongxu Chen , Shengjian Guo , Yinxing Xue , Yulei Sui , Cen Zhang , Yuekang Li , Haijun Wang , Yang Liu

Greybox fuzzing is one of the most useful and effective techniques for the bug detection in large scale application programs. It uses minimal amount of instrumentation. American Fuzzy Lop (AFL) is a popular coverage based evolutionary…

人工智能 · 计算机科学 2018-06-12 Ketan Patil , Aditya Kanade

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

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

Greybox fuzzing is a proven and effective testing method for the detection of security vulnerabilities and other bugs in modern software systems. Greybox fuzzing can also be used in combination with a sanitizer, such as AddressSanitizer…

密码学与安全 · 计算机科学 2022-09-07 Jinsheng Ba , Gregory J. Duck , Abhik Roychoudhury

Multi-robot swarms play an essential role in complex missions including battlefield reconnaissance, agricultural pest monitoring, as well as disaster search and rescue. Unfortunately, given the complexity of swarm algorithms, logical…

密码学与安全 · 计算机科学 2025-10-06 Ruoyu Zhou , Zhiwei Zhang , Haocheng Han , Xiaodong Zhang , Zehan Chen , Jun Sun , Yulong Shen , Dehai Xu

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

This paper presents a novel fuzzing framework, called MicroFuzz, specifically designed for Microservices. Mocking-Assisted Seed Execution, Distributed Tracing, Seed Refresh and Pipeline Parallelism approaches are adopted to address the…

软件工程 · 计算机科学 2024-02-06 Peng Di , Bingchang Liu , Yiyi Gao

Modern hardware systems, driven by demands for high performance and application-specific functionality, have grown increasingly complex, introducing large surfaces for bugs and security-critical vulnerabilities. Fuzzing has emerged as a…

密码学与安全 · 计算机科学 2025-12-29 Lichao Wu , Mohamadreza Rostami , Huimin Li , Nikhilesh Singh , Ahmad-Reza Sadeghi

Firmware serves as the critical interface between hardware and software in computing systems, making any bugs or vulnerabilities particularly dangerous as they can cause catastrophic system failures. While fuzzing is a promising approach…

密码学与安全 · 计算机科学 2026-02-03 Dakshina Tharindu , Aruna Jayasena , Prabhat Mishra

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…

软件工程 · 计算机科学 2024-12-12 Saket Upadhyay

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

Automatic test generation typically aims to generate inputs that explore new paths in the program under test in order to find bugs. Existing work has, therefore, focused on guiding the exploration toward program parts that are more likely…

软件工程 · 计算机科学 2019-05-20 Valentin Wüstholz , Maria Christakis

Greybox fuzzing is a scalable and practical approach for software testing. Most greybox fuzzing tools are coverage-guided as reaching high code coverage is more likely to find bugs. However, since most covered codes may not contain bugs,…

密码学与安全 · 计算机科学 2023-11-22 Pengfei Wang , Xu Zhou , Tai Yue , Peihong Lin , Yingying Liu , Kai Lu

We examine (directed) greybox fuzzing from a geometrical perspective, viewing dissimilarities on inputs and on control flow graphs (with dynamical statistics) as primitive objects of interest. We prototype and evaluate GoExploreFuzz, a…

软件工程 · 计算机科学 2023-11-30 Steve Huntsman
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