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In modern SSDLC, program analysis and automated testing are essential for minimizing vulnerabilities before software release, with fuzzing being a fast and widely used dynamic testing method. However, traditional coverage-guided fuzzing may…

密码学与安全 · 计算机科学 2026-02-18 Timofey Mezhuev , Darya Parygina , Daniil Kuts

As blockchain smart contracts become more widespread and carry more valuable digital assets, they become an increasingly attractive target for attackers. Over the past few years, smart contracts have been subject to a plethora of…

密码学与安全 · 计算机科学 2023-12-12 Peng Qian , Hanjie Wu , Zeren Du , Turan Vural , Dazhong Rong , Zheng Cao , Lun Zhang , Yanbin Wang , Jianhai Chen , Qinming He

As autonomous driving systems (ADS) advance towards higher levels of autonomy, orchestrating their safety verification becomes increasingly intricate. This paper unveils ScenarioFuzz, a pioneering scenario-based fuzz testing methodology.…

人工智能 · 计算机科学 2026-03-11 Tong Wang , Taotao Gu , Huan Deng , Hu Li , Xiaohui Kuang , Gang Zhao

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

Deep learning (DL) libraries are widely used in critical applications, where even subtle silent bugs can lead to serious consequences. While existing DL fuzzing techniques have made progress in detecting crashes, they inherently struggle to…

软件工程 · 计算机科学 2026-03-02 Kunpeng Zhang , Dongwei Xiao , Daoyuan Wu , Shuai Wang , Jiali Zhao , Yuanyi Lin , Tongtong Xu , Shaohua Wang

Deep Learning (DL) libraries such as PyTorch provide the core components to build major AI-enabled applications. Finding bugs in these libraries is important and challenging. Prior approaches have tackled this by performing either API-level…

软件工程 · 计算机科学 2025-09-19 Feiran Qin , M. M. Abid Naziri , Hengyu Ai , Saikat Dutta , Marcelo d'Amorim

While AI-coding assistants accelerate software development, current testing frameworks struggle to keep pace with the resulting volume of AI-generated code. Traditional fuzzing techniques often allocate resources uniformly and lack semantic…

软件工程 · 计算机科学 2026-02-13 Ziyi Yang , Kalit Inani , Keshav Kabra , Vima Gupta , Anand Padmanabha Iyer

Grey box fuzzing is one of the most successful methods for automatic vulnerability detection. However,conventional Grey box Fuzzers like AFL can open perform fuzzing against the whole input and spend more time on smaller seeds with lower…

密码学与安全 · 计算机科学 2022-03-31 Linlin Zhang , Ning Luo

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

This paper presents a novel fuzzing framework, called MicroFuzz, specifically designed for Microservices. Mocking-Assisted Seed Execution, Distributed Tracing, Seed Refresh and Pipeline Parallelism approaches are adopted to address the…

软件工程 · 计算机科学 2024-02-06 Peng Di , Bingchang Liu , Yiyi Gao

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

Modern processor advancements have introduced security risks, particularly in the form of microarchitectural timing attacks. High-profile attacks such as Meltdown and Spectre have revealed critical flaws, compromising the entire system's…

密码学与安全 · 计算机科学 2024-10-23 Congcong Chen , Jinhua Cui , Jiliang Zhang

Processor designs rely on iterative modifications and reuse well-established designs. However, this reuse of prior designs also leads to similar vulnerabilities across multiple processors. As processors grow increasingly complex with…

密码学与安全 · 计算机科学 2025-12-09 Chen Chen , Zaiyan Xu , Mohamadreza Rostami , David Liu , Dileep Kalathil , Ahmad-Reza Sadeghi , Jeyavijayan Rajendran

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

Fuzzing has emerged as a powerful technique for finding security bugs in complicated real-world applications. American fuzzy lop (AFL), a leading fuzzing tool, has demonstrated its powerful bug finding ability through a vast number of…

密码学与安全 · 计算机科学 2023-07-06 Tai D. Nguyen , Long H. Pham , Jun Sun

A code-level backdoor is a hidden access, programmed and concealed within the code of a program. For instance, hard-coded credentials planted in the code of a file server application would enable maliciously logging into all deployed…

密码学与安全 · 计算机科学 2025-05-14 Dimitri Kokkonis , Michaël Marcozzi , Emilien Decoux , Stefano Zacchiroli

Security vulnerabilities play a vital role in network security system. Fuzzing technology is widely used as a vulnerability discovery technology to reduce damage in advance. However, traditional fuzzing techniques have many challenges, such…

密码学与安全 · 计算机科学 2020-08-20 Yan Wang , Peng Jia , Luping Liu , Jiayong Liu

A fundamental problem in cybersecurity and computer science is determining whether a program is free of bugs and vulnerabilities. Fuzzing, a popular approach to discovering vulnerabilities in programs, has several advantages over…

密码学与安全 · 计算机科学 2026-01-27 Ian Hardgrove , John D. Hastings

Fuzzing is a popular bug detection technique achieved by testing software executables with random inputs. This technique can also be extended to libraries by constructing executables that call library APIs, known as fuzz drivers. Automated…

软件工程 · 计算机科学 2023-12-20 Yehong Zhang , Jun Wu , Hui Xu

Dynamic data flow analysis has been widely used to guide greybox fuzzing. However, traditional dynamic data flow analysis tends to go astray in the massive path tracking and requires to process a large volume of data, resulting in low…

密码学与安全 · 计算机科学 2023-03-28 Xiaofan Li , Xuan Li , Guangfa Lv , Yongzheng Zhang , Fengyu Wang