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The rapidly developing deep learning (DL) techniques have been applied in software systems with various application scenarios. However, they could also pose new safety threats with potentially serious consequences, especially in…

软件工程 · 计算机科学 2024-05-14 Pin Ji , Yang Feng , Duo Wu , Lingyue Yan , Pengling Chen , Jia Liu , Zhihong Zhao

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

Docker is a virtualization technique heavily used in the industry to build cloud-based systems. In the context of Docker, a system is said to be observable if engineers can get accurate information about its running state in production. In…

软件工程 · 计算机科学 2021-07-12 Long Zhang , Deepika Tiwari , Brice Morin , Benoit Baudry , Martin Monperrus

On average, 71% of the code in typical Java projects comes from open-source software (OSS) dependencies, making OSS dependencies the dominant component of modern software code bases. This high degree of OSS reliance comes with a…

软件工程 · 计算机科学 2025-10-23 Stefan Schott , Serena Elisa Ponta , Wolfram Fischer , Jonas Klauke , Eric Bodden

Hardware-level memory vulnerabilities severely threaten computing systems. However, hardware patching is inefficient or difficult postfabrication. We investigate the effectiveness of hardware fuzzing in detecting hardware memory…

密码学与安全 · 计算机科学 2024-10-31 Mohamadreza Rostami , Chen Chen , Rahul Kande , Huimin Li , Jeyavijayan Rajendran , Ahmad-Reza Sadeghi

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

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

Tool-augmented LLM agents increasingly rely on multi-step, multi-tool workflows to complete real tasks. This design expands the attack surface, because data produced by one tool can be persisted and later reused as input to another tool,…

软件工程 · 计算机科学 2026-03-16 Jiangrong Wu , Zitong Yao , Yuhong Nan , Zibin Zheng

Fuzzing is an effective bug-finding technique but it struggles with complex systems like JavaScript engines that demand precise grammatical input. Recently, researchers have adopted language models for context-aware mutation in fuzzing to…

密码学与安全 · 计算机科学 2024-02-20 Jueon Eom , Seyeon Jeong , Taekyoung Kwon

Over 70% of security vulnerabilities in critical software systems today result from memory safety violations. To address this challenge, fuzzing and static analysis are widely used automated methods to discover such vulnerabilities. Fuzzing…

密码学与安全 · 计算机科学 2026-03-31 Keno Hassler , Philipp Görz , Stephan Lipp

Smart contracts, the cornerstone of decentralized applications, have become increasingly prominent in revolutionizing the digital landscape. However, vulnerabilities in smart contracts pose great risks to user assets and undermine overall…

软件工程 · 计算机科学 2024-08-20 Ruichao Liang , Jing Chen , Cong Wu , Kun He , Yueming Wu , Ruochen Cao , Ruiying Du , Yang Liu , Ziming Zhao

Fuzzing is one of the most popular and widely used techniques to find vulnerabilities in any application. Fuzzers are fast enough, but they still spend a good portion of time to restart a crashed application and then fuzz it from the…

密码学与安全 · 计算机科学 2021-12-21 Prashant Singh Chouhan , Gregory Price , Gene Cooperman

Fuzzing is a promising technique for detecting security vulnerabilities. Newly developed fuzzers are typically evaluated in terms of the number of bugs found on vulnerable programs/binaries. However,existing corpora usually do not capture…

软件工程 · 计算机科学 2019-05-07 Xiaogang Zhu , Xiaotao Feng , Tengyun Jiao , Sheng Wen , Yang Xiang , Seyit Camtepe , Jingling Xue

In this paper, we take a deep dive into microarchitectural security from a hardware designer's perspective by reviewing the existing approaches to detect hardware vulnerabilities during the design phase. We show that a protection gap…

4G and 5G represent the current cellular communication standards utilized daily by billions of users for various applications. Consequently, ensuring the security of 4G and 5G network implementations is critically important. This paper…

密码学与安全 · 计算机科学 2024-10-29 Ilja Siroš , Dave Singelée , Bart Preneel

Recent research has sought to improve fuzzing performance via parallel computing. However, researchers focus on improving efficiency while ignoring the increasing cost of testing resources. Parallel fuzzing in the distributed environment…

密码学与安全 · 计算机科学 2022-11-16 Xu Zhou , Pengfei Wang , Chenyifan Liu , Tai Yue , Yingying Liu , Congxi Song , Kai Lu , Qidi Yin , Xu Han

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

In the domain of software security testing, Directed Grey-Box Fuzzing (DGF) has garnered widespread attention for its efficient target localization and excellent detection performance. However, existing approaches measure only the physical…

软件工程 · 计算机科学 2025-12-24 Wang Bin , Ao Yang , Kedan Li , Aofan Liu , Hui Li , Guibo Luo , Weixiang Huang , Yan Zhuang

Bug localization in object oriented program ha s always been an important issue in softeware engineering. In this paper, I propose a source level bug localization technique for object oriented embedded programs. My proposed technique,…

软件工程 · 计算机科学 2011-09-02 Partha Pratim Ray

Fuzzing a library requires experts to understand the library usage well and craft high-quality fuzz drivers, which is tricky and tedious. Therefore, many techniques have been proposed to automatically generate fuzz drivers. However, they…

软件工程 · 计算机科学 2025-07-25 Yan Li , Wenzhang Yang , Yuekun Wang , Jian Gao , Shaohua Wang , Yinxing Xue , Lijun Zhang