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Fuzzy systems are a way to allow machines, systems and frameworks to deal with uncertainty, which is not possible in binary systems that most computers use. These systems have already been deployed for certain use cases, and fuzzy systems…

机器学习 · 计算机科学 2025-07-10 Arthur Alexander Lim , Zhen Bin It , Jovan Bowen Heng , Tee Hui Teo

In recent years, following tremendous achievements in Reinforcement Learning, a great deal of interest has been devoted to ML models for sequential decision-making. Together with these scientific breakthroughs/advances, research has been…

软件工程 · 计算机科学 2025-02-27 Quentin Mazouni , Helge Spieker , Arnaud Gotlieb , Mathieu Acher

The conventional wisdom is that a software-defined network (SDN) operates under the premise that the logically centralized control plane has an accurate representation of the actual data plane state. Unfortunately, bugs, misconfigurations,…

网络与互联网体系结构 · 计算机科学 2020-12-08 Apoorv Shukla , Said Jawad Saidi , Stefan Schmid , Marco Canini , Thomas Zinner , Anja Feldmann

Security vulnerabilities in Internet-of-Things devices, mobile platforms, and autonomous systems remain critical. Traditional mutation-based fuzzers -- while effectively explore code paths -- primarily perform byte- or bit-level edits…

软件工程 · 计算机科学 2025-09-25 Mengdi Lu , Steven Ding , Furkan Alaca , Philippe Charland

Crafting high-quality fuzz drivers not only is time-consuming but also requires a deep understanding of the library. However, the state-of-the-art automatic fuzz driver generation techniques fall short of expectations. While fuzz drivers…

密码学与安全 · 计算机科学 2024-05-30 Yunlong Lyu , Yuxuan Xie , Peng Chen , Hao Chen

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

We present the first wireless protocol that scales to hundreds of concurrent transmissions from backscatter devices. Our key innovation is a distributed coding mechanism that works below the noise floor, operates on backscatter devices and…

网络与互联网体系结构 · 计算机科学 2018-08-16 Mehrdad Hessar , Ali Najafi , Shyamnath Gollakota

In the past few years, several attacks against the vulnerabilities of EOSIO smart contracts have caused severe financial losses to this prevalent blockchain platform. As a lightweight test-generation approach, grey-box fuzzing can open up…

密码学与安全 · 计算机科学 2022-11-07 Jianfei Zhou , Tianxing Jiang , Shuwei Song , Ting Chen

Greybox fuzzing has achieved success in revealing bugs and vulnerabilities in programs. However, randomized mutation strategies have limited the fuzzer's performance on structured data. Specialized fuzzers can handle complex structured…

密码学与安全 · 计算机科学 2026-03-18 Hongxiang Zhang , Yuyang Rong , Yifeng He , Hao Chen

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

Softwarization and virtualization in 5G and beyond necessitate thorough testing to ensure the security of critical infrastructure and networks, requiring the identification of vulnerabilities and unintended emergent behaviors from protocol…

密码学与安全 · 计算机科学 2023-07-24 Jingda Yang , Sudhanshu Arya , Ying Wang

Fuzzing is one of the most effective approaches to finding software flaws. However, applying it to microcontroller firmware incurs many challenges. For example, rehosting-based solutions cannot accurately model peripheral behaviors and thus…

密码学与安全 · 计算机科学 2022-04-20 Wenqiang Li , Jiameng Shi , Fengjun Li , Jingqiang Lin , Wei Wang , Le Guan

Program analysis and automated testing have recently become an essential part of SSDLC. Directed greybox fuzzing is one of the most popular automated testing methods that focuses on error detection in predefined code regions. However, it…

密码学与安全 · 计算机科学 2026-02-02 Darya Parygina , Timofey Mezhuev , Daniil Kuts

Software fuzzing has become a cornerstone in automated vulnerability discovery, yet existing mutation strategies often lack semantic awareness, leading to redundant test cases and slow exploration of deep program states. In this work, I…

密码学与安全 · 计算机科学 2025-11-07 Shiyin Lin

Fuzzing is widely used for software vulnerability detection. There are various kinds of fuzzers with different fuzzing strategies, and most of them perform well on their targets. However, in industry practice and empirical study, the…

软件工程 · 计算机科学 2019-05-07 Yuanliang Chen , Yu Jiang , Fuchen Ma , Jie Liang , Mingzhe Wang , Chijin Zhou , Zhuo Su , Xun Jiao

Distributed SDN (Software-Defined Networking) controllers have rapidly become an integral element of Wide Area Networks (WAN), particularly within SD-WAN, providing scalability and fault-tolerance for expansive network infrastructures.…

密码学与安全 · 计算机科学 2025-10-20 Jinwoo Kim , Minjae Seo , Eduard Marin , Seungsoo Lee , Jaehyun Nam , Seungwon Shin

Given the growing importance of smart contracts in various applications, ensuring their security and reliability is critical. Fuzzing, an effective vulnerability detection technique, has recently been widely applied to smart contracts.…

软件工程 · 计算机科学 2024-02-06 Shuohan Wu , Zihao Li , Luyi Yan , Weimin Chen , Muhui Jiang , Chenxu Wang , Xiapu Luo , Hao Zhou

Motivated by the growing proliferation of federated learning (FL) in edge environments, we present the first systematic characterization of transport-layer breaking points in FL systems operating under conditions of highly constrained…

网络与互联网体系结构 · 计算机科学 2026-05-06 Mike Mwanje , Okemawo Obadofin , Theophilus Benson , Joao Barros

Cyber-physical systems (CPSs) in critical infrastructure face a pervasive threat from attackers, motivating research into a variety of countermeasures for securing them. Assessing the effectiveness of these countermeasures is challenging,…

软件工程 · 计算机科学 2020-07-17 Yuqi Chen , Bohan Xuan , Christopher M. Poskitt , Jun Sun , Fan Zhang

Cloud computing is one of the highly flexible, confidential and easily accessible medium of platforms and provides powerful service for sharing information over the Internet. Cloud security has become an emerging issue as network manager…

网络与互联网体系结构 · 计算机科学 2020-06-24 Ziaur Rahman , Asma Islam Swapna , Habibur Rahman Habib , Akramuzzaman Shaoun