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Object serialization and deserialization are widely used for storing and preserving objects in files, memory, or database as well as for transporting them across machines, enabling remote interaction among processes and many more. This…

软件工程 · 计算机科学 2024-09-04 Joanna C. S. Santos , Mehdi Mirakhorli , Ali Shokri

Software's pervasive impact and increasing reliance in the era of digital transformation raise concerns about vulnerabilities, emphasizing the need for software security. Fuzzy testing is a dynamic analysis software testing technique that…

软件工程 · 计算机科学 2024-07-22 Tiago Dias , Eva Maia , Isabel Praça

Fuzzing is widely used for detecting bugs and vulnerabilities, with various techniques proposed to enhance its effectiveness. To combine the advantages of multiple technologies, researchers proposed ensemble fuzzing, which integrates…

软件工程 · 计算机科学 2025-07-31 Yukai Zhao , Shaohua Wang , Jue Wang , Xing Hu , Xin Xia

Fuzzing is one of the prevailing methods for vulnerability detection. However, even state-of-the-art fuzzing methods become ineffective after some period of time, i.e., the coverage hardly improves as existing methods are ineffective to…

密码学与安全 · 计算机科学 2021-12-15 Shunkai Zhu , Jingyi Wang , Jun Sun , Jie Yang , Xingwei Lin , Liyi Zhang , Peng Cheng

A fuzzer provides randomly generated inputs to a targeted software to expose erroneous behavior. To efficiently detect defects, generated inputs should conform to the structure of the input format and thus, grammars can be used to generate…

软件工程 · 计算机科学 2020-08-05 Martin Eberlein , Yannic Noller , Thomas Vogel , Lars Grunske

Java applications are prone to vulnerabilities stemming from the insecure use of security-sensitive APIs, such as file operations enabling path traversal or deserialization routines allowing remote code execution. These sink APIs encode…

密码学与安全 · 计算机科学 2026-04-21 Fabian Fleischer , Cen Zhang , Joonun Jang , Jeongin Cho , Meng Xu , Taesoo Kim

Ethereum Virtual Machine (EVM) is the run-time environment for smart contracts and its vulnerabilities may lead to serious problems to the Ethereum ecology. With lots of techniques being developed for the validation of smart contracts, the…

软件工程 · 计算机科学 2019-04-09 Ying Fu , Meng Ren , Fuchen Ma , Yu Jiang , Heyuan Shi , Jiaguang Sun

We present a comprehensive dataset of Java vulnerability-fixing commits (VFCs) to advance research in Java vulnerability analysis. Our dataset, derived from thousands of open-source Java projects on GitHub, comprises two variants: JavaVFC…

软件工程 · 计算机科学 2024-09-10 Tan Bui , Yan Naing Tun , Yiran Cheng , Ivana Clairine Irsan , Ting Zhang , Hong Jin Kang

Fuzzing has become a widely adopted technique for vulnerability discovery, yet it remains ineffective for structured-input programs due to strict syntactic constraints and limited semantic awareness. Traditional greybox fuzzers rely on…

密码学与安全 · 计算机科学 2026-04-21 Yihao Zou , Tianming Zheng , Futai Zou , Yue Wu

Grey-box fuzzing is the lightweight approach of choice for finding bugs in sequential programs. It provides a balance between efficiency and effectiveness by conducting a biased random search over the domain of program inputs using a…

软件工程 · 计算机科学 2023-08-15 Ruijie Meng , George Pîrlea , Abhik Roychoudhury , Ilya Sergey

Testing-based methodologies like fuzzing are able to analyze complex software which is not amenable to traditional formal approaches like verification, model checking, and abstract interpretation. Despite enormous success at exposing…

软件工程 · 计算机科学 2019-04-17 Shaobo He , Michael Emmi , Gabriela Ciocarlie

Deep learning (DL) has attracted wide attention and has been widely deployed in recent years. As a result, more and more research efforts have been dedicated to testing DL libraries and frameworks. However, existing work largely overlooked…

软件工程 · 计算机科学 2024-01-02 Chenyuan Yang , Yinlin Deng , Jiayi Yao , Yuxing Tu , Hanchi Li , Lingming Zhang

Domain Name System (DNS) is a critical component of the Internet. DNS resolvers, which act as the cache between DNS clients and DNS nameservers, are the central piece of the DNS infrastructure, essential to the scalability of DNS. However,…

密码学与安全 · 计算机科学 2023-10-06 Qifan Zhang , Xuesong Bai , Xiang Li , Haixin Duan , Qi Li , Zhou Li

Untrusted deserialization exploits, where a serialised object graph is used to achieve denial-of-service or arbitrary code execution, have become so prominent that they were introduced in the 2017 OWASP Top 10. In this paper, we present a…

密码学与安全 · 计算机科学 2022-04-21 Francois Gauthier , Sora Bae

Nowadays automated dynamic analysis frameworks for continuous testing are in high demand to ensure software safety and satisfy the security development lifecycle (SDL) requirements. The security bug hunting efficiency of cutting-edge hybrid…

密码学与安全 · 计算机科学 2023-03-24 Alexey Vishnyakov , Daniil Kuts , Vlada Logunova , Darya Parygina , Eli Kobrin , Georgy Savidov , Andrey Fedotov

Vulnerabilities related to option combinations pose a significant challenge in software security testing due to their vast search space. Previous research primarily addressed this challenge through mutation or filtering techniques, which…

密码学与安全 · 计算机科学 2024-09-04 Dawei Wang , Geng Zhou , Li Chen , Dan Li , Yukai Miao

Directed Grey-box Fuzzing (DGF) has emerged as a widely adopted technique for crash reproduction and patch testing, leveraging its capability to precisely navigate toward target locations and exploit vulnerabilities. However, current DGF…

软件工程 · 计算机科学 2025-07-01 Guangfa Lyu , Zhenzhong Cao , Xiaofei Ren , Fengyu Wang

Automatic test generation typically aims to generate inputs that explore new paths in the program under test in order to find bugs. Existing work has, therefore, focused on guiding the exploration toward program parts that are more likely…

软件工程 · 计算机科学 2019-05-20 Valentin Wüstholz , Maria Christakis

Deep learning (DL) frameworks serve as the backbone for a wide range of artificial intelligence applications. However, bugs within DL frameworks can cascade into critical issues in higher-level applications, jeopardizing reliability and…

软件工程 · 计算机科学 2025-10-20 Shiwen Ou , Yuwei Li , Lu Yu , Chengkun Wei , Tingke Wen , Qiangpu Chen , Yu Chen , Haizhi Tang , Zulie Pan

Fuzzing is a well-established technique in the software domain to uncover bugs and vulnerabilities. Yet, applications of fuzzing for security vulnerabilities in hardware systems are scarce, as principal reasons are requirements for design…

密码学与安全 · 计算机科学 2024-02-16 Maik Ender , Felix Hahn , Marc Fyrbiak , Amir Moradi , Christof Paar