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Modern embedded Linux devices, such as routers, IP cameras, and IoT gateways, rely on complex software stacks where numerous daemons interact to provide services. Testing these devices is crucial from a security perspective since vendors…

密码学与安全 · 计算机科学 2025-09-23 Alessio Izzillo , Riccardo Lazzeretti , Emilio Coppa

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…

软件工程 · 计算机科学 2022-05-03 Ruixiang Qian , Quanjun Zhang , Chunrong Fang , Lihua Guo

Deep learning (DL) systems can make our life much easier, and thus are gaining more and more attention from both academia and industry. Meanwhile, bugs in DL systems can be disastrous, and can even threaten human lives in safety-critical…

软件工程 · 计算机科学 2022-03-01 Anjiang Wei , Yinlin Deng , Chenyuan Yang , Lingming Zhang

Telecommunications networks rely on configurations to define routing behavior, especially in the Border Gateway Protocol (BGP), where misconfigurations can lead to severe outages and security breaches, as demonstrated by the 2021 Facebook…

软件工程 · 计算机科学 2025-12-08 Chenlu Zhang , Amirmohammad Pasdar , Van-Thuan Pham

Critical open source software systems undergo significant validation in the form of lengthy fuzz campaigns. The fuzz campaigns typically conduct a biased random search over the domain of program inputs, to find inputs which crash the…

密码学与安全 · 计算机科学 2024-11-22 Yuntong Zhang , Jiawei Wang , Dominic Berzin , Martin Mirchev , Dongge Liu , Abhishek Arya , Oliver Chang , Abhik Roychoudhury

This paper analyses and addresses the performance gap in the fuzzy vault-based \ac{BCS}. We identify unstable error correction capabilities, which are caused by variable feature set sizes and their influence on similarity thresholds, as a…

计算机视觉与模式识别 · 计算机科学 2025-06-30 Hans Geißner , Christian Rathgeb

Network protocols are the foundation of modern communication, yet their implementations often contain semantic vulnerabilities stemming from inadequate understanding of specification semantics. Existing gray-box and black-box testing…

密码学与安全 · 计算机科学 2026-03-09 Yanbang Sun , Quan Luo , Yuelin Wang , Qian Chen , Benjin Liu , Ruiqi Chen , Qing Huang , Xiaohong Li , Junjie Wang

Existing LLM-based compiler fuzzers often produce syntactically or semantically invalid test programs, limiting their effectiveness in exercising compiler optimizations and backend components. We introduce ReFuzzer, a framework for refining…

软件工程 · 计算机科学 2025-09-02 Iti Shree , Karine Even-Mendoza , Tomasz Radzik

Directed greybox fuzzing (DGF) focuses on efficiently reaching specific program locations or triggering particular behaviors, making it essential for tasks like vulnerability detection and crash reproduction. However, existing methods often…

密码学与安全 · 计算机科学 2025-05-07 Hanxiang Xu , Yanjie Zhao , Haoyu Wang

Side-channel attacks allow an adversary to uncover secret program data by observing the behavior of a program with respect to a resource, such as execution time, consumed memory or response size. Side-channel vulnerabilities are difficult…

密码学与安全 · 计算机科学 2019-02-27 Shirin Nilizadeh , Yannic Noller , Corina S. Pasareanu

Fuzzing is a widely used technique for discovering software vulnerabilities, but identifying hot bytes that influence program behavior remains challenging. Traditional taint analysis can track such bytes white-box, but suffers from…

密码学与安全 · 计算机科学 2025-06-11 Yuchong Xie , Wenhui Zhang , Dongdong She

Machine learning models are notoriously difficult to interpret and debug. This is particularly true of neural networks. In this work, we introduce automated software testing techniques for neural networks that are well-suited to discovering…

机器学习 · 统计学 2018-07-31 Augustus Odena , Ian Goodfellow

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

MLFuzz, a work accepted at ACM FSE 2023, revisits the performance of a machine learning-based fuzzer, NEUZZ. We demonstrate that its main conclusion is entirely wrong due to several fatal bugs in the implementation and wrong evaluation…

密码学与安全 · 计算机科学 2024-09-10 Dongdong She , Kexin Pei , Junfeng Yang , Baishakhi Ray , Suman Jana

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

The need to increase accuracy in detecting sophisticated cyber attacks poses a great challenge not only to the research community but also to corporations. So far, many approaches have been proposed to cope with this threat. Among them,…

数据库 · 计算机科学 2011-10-13 Huu Hoa Nguyen , Nouria Harbi , Jérôme Darmont

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

Coverage-guided fuzz testing has received significant attention from the research community, with a strong focus on binary applications, greatly disregarding other targets, such as web applications. The importance of the World Wide Web in…

密码学与安全 · 计算机科学 2024-07-02 Sebastian Neef , Lorenz Kleissner , Jean-Pierre Seifert

As mobile networks transition to 5G infrastructure, ensuring robust security becomes more important due to the complex architecture and expanded attack surface. Traditional security testing approaches for 5G networks rely on black-box…

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

Software testing relates to the process of accessing the functionality of a program against some defined specifications. To ensure conformance, test engineers often generate a set of test cases to validate against the user requirements.…

软件工程 · 计算机科学 2017-02-16 Kamal Z. Zamli , Fakhrud Din , Graham Kendall , Bestoun S. Ahmed
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