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Fuzzing has become one of the most effective bug finding approach for software. In recent years, 24*7 continuous fuzzing platforms have emerged to test critical pieces of software, e.g., Linux kernel. Though capable of discovering many bugs…

密码学与安全 · 计算机科学 2021-11-12 Xiaochen Zou , Guoren Li , Weiteng Chen , Hang Zhang , Zhiyun Qian

Modern fuzzers scale to large, real-world software but often fail to exercise the program states developers consider most fragile or security-critical. Such states are typically deep in the execution space, gated by preconditions, or…

密码学与安全 · 计算机科学 2026-02-12 Viet Hoang Luu , Amirmohammad Pasdar , Wachiraphan Charoenwet , Toby Murray , Shaanan Cohney , Van-Thuan Pham

A fuzzer provides randomly generated inputs to a targeted software to expose erroneous behavior. To efficiently detect defects, generated inputs should conform to the structure of the input format and thus, grammars can be used to generate…

软件工程 · 计算机科学 2020-08-05 Martin Eberlein , Yannic Noller , Thomas Vogel , Lars Grunske

Verification is a critical process for ensuring the correctness of modern processors. The increasing complexity of processor designs and the emergence of new instruction set architectures (ISAs) like RISC-V have created demands for more…

硬件体系结构 · 计算机科学 2026-02-04 Yang Zhong , Haoran Wu , Xueqi Li , Sa Wang , David Boland , Yungang Bao , Kan Shi

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

The widespread adoption of microservices has fundamentally transformed how modern software systems are designed, deployed, operated and maintained. However, well-known microservice properties (e.g., dynamic scalability and decentralized…

软件工程 · 计算机科学 2026-03-04 Man Zhang , Tao Yue , Andrea Arcuri

Fuzzing is an important method to discover vulnerabilities in programs. Despite considerable progress in this area in the past years, measuring and comparing the effectiveness of fuzzers is still an open research question. In software…

软件工程 · 计算机科学 2023-07-26 Philipp Görz , Björn Mathis , Keno Hassler , Emre Güler , Thorsten Holz , Andreas Zeller , Rahul Gopinath

Mutation testing can help reduce the risks of releasing faulty software. For such reason, it is a desired practice for the development of embedded software running in safety-critical cyber-physical systems (CPS). Unfortunately,…

软件工程 · 计算机科学 2023-08-17 Jaekwon Lee , Enrico Viganò , Oscar Cornejo , Fabrizio Pastore , Lionel Briand

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…

密码学与安全 · 计算机科学 2025-07-23 Wenxuan Shi , Hongwei Li , Jiahao Yu , Xinqian Sun , Wenbo Guo , Xinyu Xing

Directed fuzzing focuses on automatically testing specific parts of the code by taking advantage of additional information such as (partial) bug stack trace, patches or risky operations. Key applications include bug reproduction, patch…

密码学与安全 · 计算机科学 2020-08-18 Manh-Dung Nguyen , Sébastien Bardin , Richard Bonichon , Roland Groz , Matthieu Lemerre

A new fuzzy method is developed using triangular/trapezoidal fuzzy numbers for evaluating a group's mean performance, when qualitative grades instead of numerical scores are used for assessing its members' individual performance. Also, a…

人工智能 · 计算机科学 2020-11-24 Michael Voskoglou

Firmware fuzzing has gained attention for identifying firmware bugs. However, current approaches often directly integrate fuzzing tools for general software. General software receives input as it encounters I/O functions, but firmware input…

密码学与安全 · 计算机科学 2026-05-19 Shandian Shen , Wei Zhou , Keming Zhao , Peng Liu , Chung Hwan Kim , Le Guan

This paper explores the use of active and passive learning, i.e.\ active and passive techniques to infer state machine models of systems, for fuzzing. Fuzzing has become a very popular and successful technique to improve the robustness of…

软件工程 · 计算机科学 2024-06-13 Cristian Daniele , Seyed Behnam Andarzian , Erik Poll

Fuzzing is one of the key techniques for evaluating the robustness of programs against attacks. Fuzzing has to be effective in producing inputs that cover functionality and find vulnerabilities. But it also has to be efficient in producing…

软件工程 · 计算机科学 2019-11-19 Rahul Gopinath , Andreas Zeller

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…

软件工程 · 计算机科学 2025-03-26 Asmita , Yaroslav Oliinyk , Michael Scott , Ryan Tsang , Chongzhou Fang , Houman Homayoun

In dealing with veracity of data analytics, fuzzy methods are more and more relying on probabilistic and statistical techniques to underpin their applicability. Conversely, standard statistical models usually disregard to take into account…

统计理论 · 数学 2019-12-23 Elvira Di Nardo , Rosaria Simone

Despite much recent interest in compiler randomized testing (fuzzing), the practical impact of fuzzer-found compiler bugs on real-world applications has barely been assessed. We present the first quantitative and qualitative study of the…

软件工程 · 计算机科学 2019-09-06 Michaël Marcozzi , Qiyi Tang , Alastair F. Donaldson , Cristian Cadar

Fuzz Testing is a well-studied area in the field of Software Maintenance and Evolution. In recent years, coverage-based Greybox fuzz testing has gained immense attention by discovering critical security level and show-stopper bugs in…

软件工程 · 计算机科学 2019-07-29 Animesh Basak Chowdhury

Rust is a promising programming language that focuses on concurrency, usability, and security. It is used in production code by major industry players and got recommended by government bodies. Rust provides strong security guarantees…

密码学与安全 · 计算机科学 2025-05-06 David Paaßen , Jens-Rene Giesen , Lucas Davi

In recent years, the programming capabilities of large language models (LLMs) have garnered significant attention. Fuzz testing, a highly effective technique, plays a key role in enhancing software reliability and detecting vulnerabilities.…

软件工程 · 计算机科学 2024-12-23 Hanxiang Xu , Wei Ma , Ting Zhou , Yanjie Zhao , Kai Chen , Qiang Hu , Yang Liu , Haoyu Wang