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The statefulness property of network protocol implementations poses a unique challenge for testing and verification techniques, including Fuzzing. Stateful fuzzers tackle this challenge by leveraging state models to partition the state…

软件工程 · 计算机科学 2022-01-10 Dongge Liu , Van-Thuan Pham , Gidon Ernst , Toby Murray , Benjamin I. P. Rubinstein

As one of the most successful and effective software testing techniques in recent years, fuzz testing has uncovered numerous bugs and vulnerabilities in modern software, including network protocol software. In contrast to other fuzzing…

网络与互联网体系结构 · 计算机科学 2024-02-28 Shihao Jiang , Yu Zhang , Junqiang Li , Hongfang Yu , Long Luo , Gang Sun

Programmable Logic Controllers are used for smart homes, in production processes or to control critical infrastructures. Modern industrial devices in the control level are often communicating over proprietary protocols on top of TCP/IP with…

密码学与安全 · 计算机科学 2019-10-18 Matthias Niedermaier , Florian Fischer , Alexander von Bodisco

Greybox protocol fuzzing is a random testing approach for stateful protocol implementations, where the input is protocol messages generated from mutations of seeds, and the search in the input space is driven by the feedback on coverage of…

密码学与安全 · 计算机科学 2026-02-26 Yu Wang , Yang Xiang , Chandra Thapa , Hajime Suzuki

Distributed stream processing frameworks help building scalable and reliable applications that perform transformations and aggregations on continuous data streams. This paper introduces ShuffleBench, a novel benchmark to evaluate the…

软件工程 · 计算机科学 2024-03-08 Sören Henning , Adriano Vogel , Michael Leichtfried , Otmar Ertl , Rick Rabiser

Fuzzing has been proven extremely effective in finding vulnerabilities in software. When it comes to fuzz stateless systems, analysts have no doubts about the choice to make. In fact, among the plethora of stateless fuzzers devised in the…

软件工程 · 计算机科学 2024-06-13 Cristian Daniele

Recent advancements in data stream processing frameworks have improved real-time data handling, however, scalability remains a significant challenge affecting throughput and latency. While studies have explored this issue on local machines…

分布式、并行与集群计算 · 计算机科学 2025-04-04 Apurv Deepak Kulkarni , Siavash Ghiasvand

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…

密码学与安全 · 计算机科学 2023-01-09 Cristian Daniele , Seyed Behnam Andarzian , Erik Poll

Communication protocols form the bedrock of our interconnected world, yet vulnerabilities within their implementations pose significant security threats. Recent developments have seen a surge in fuzzing-based research dedicated to…

密码学与安全 · 计算机科学 2024-10-15 Xiaohan Zhang , Cen Zhang , Xinghua Li , Zhengjie Du , Bing Mao , Yuekang Li , Yaowen Zheng , Yeting Li , Li Pan , Yang Liu , Robert H. Deng

Fuzzing network servers is a technical challenge, since the behavior of the target server depends on its state over a sequence of multiple messages. Existing solutions are costly and difficult to use, as they rely on manually-customized…

密码学与安全 · 计算机科学 2022-10-05 Roberto Natella

Fuzzing is a powerful software testing technique renowned for its effectiveness in identifying software vulnerabilities. Traditional fuzzing evaluations typically focus on overall fuzzer performance across a set of target programs, yet few…

软件工程 · 计算机科学 2025-06-19 Miao Miao

Network attacks have become a major security concern for organizations worldwide and have also drawn attention in the academics. Recently, researchers have applied neural networks to detect network attacks with network logs. However, public…

密码学与安全 · 计算机科学 2020-12-24 Qingtian Zou , Anoop Singhal , Xiaoyan Sun , Peng Liu

Many protocol implementations are reactive systems, where the protocol process is in continuous interaction with other processes and the environment. If a bug can be exposed only in a certain state, a fuzzer needs to provide a specific…

密码学与安全 · 计算机科学 2023-06-06 Jinsheng Ba , Marcel Böhme , Zahra Mirzamomen , Abhik Roychoudhury

Stateful Coverage-Based Greybox Fuzzing (SCGF) is considered the state-of-the-art method for network protocol greybox fuzzing. During the protocol fuzzing process, SCGF constructs the state machine of the target protocol by identifying…

密码学与安全 · 计算机科学 2024-08-14 Liu Yu , Shen Yanlong , Zhou Ying

With the rapid growth of IoT, secure and efficient mesh networking has become essential. Thread has emerged as a key protocol, widely used in smart-home and commercial systems, and serving as a core transport layer in the Matter standard.…

密码学与安全 · 计算机科学 2026-04-27 Ilja Siroš , Jakob Heirwegh , Dave Singelée , Bart Preneel

Obtaining standardized crowdsourced benchmark of computational methods is a major issue in data science communities. Dedicated frameworks enabling fair benchmarking in a unified environment are yet to be developed. Here we introduce…

机器学习 · 计算机科学 2022-06-28 Zhen Xu , Sergio Escalera , Isabelle Guyon , Adrien Pavão , Magali Richard , Wei-Wei Tu , Quanming Yao , Huan Zhao

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

In recent years, fuzz testing has benefited from increased computational power and important algorithmic advances, leading to systems that have discovered many critical bugs and vulnerabilities in production software. Despite these…

密码学与安全 · 计算机科学 2022-05-31 Anastasios Andronidis , Cristian Cadar

Implementations of network protocols are often prone to vulnerabilities caused by developers' mistakes when accessing memory regions and dealing with arithmetic operations. Finding practical approaches for checking the security of network…

密码学与安全 · 计算机科学 2020-01-28 Kaled Alshmrany , Lucas Cordeiro

Fuzzing has become one of the most popular techniques to identify bugs in software. To improve the fuzzing process, a plethora of techniques have recently appeared in academic literature. However, evaluating and comparing these techniques…

密码学与安全 · 计算机科学 2021-08-17 David Paaßen , Sebastian Surminski , Michael Rodler , Lucas Davi
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