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Greybox fuzzing is a scalable and practical approach for software testing. Most greybox fuzzing tools are coverage-guided as reaching high code coverage is more likely to find bugs. However, since most covered codes may not contain bugs,…

密码学与安全 · 计算机科学 2023-11-22 Pengfei Wang , Xu Zhou , Tai Yue , Peihong Lin , Yingying Liu , Kai Lu

Directed greybox fuzzing (DGF) can quickly discover or reproduce bugs in programs by seeking to reach a program location or explore some locations in order. However, due to their static stage division and coarse-grained energy scheduling,…

密码学与安全 · 计算机科学 2022-07-01 Hongliang Liang , Xianglin Cheng , Jie Liu , Jin Li

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

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

Directed grey-box fuzzing (DGF) aims to discover vulnerabilities in specific code areas efficiently. Distance metric, which is used to measure the quality of seed in DGF, is a crucial factor in affecting the fuzzing performance. Despite…

密码学与安全 · 计算机科学 2024-09-20 Tingke Wen , Yuwei Li , Lu Zhang , Huimin Ma , Zulie Pan

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

Fuzz testing is crucial for identifying software vulnerabilities, with coverage-guided grey-box fuzzers like AFL and Angora excelling in broad detection. However, as the need for targeted detection grows, directed grey-box fuzzing (DGF) has…

软件工程 · 计算机科学 2024-09-24 Yijiang Xu , Hongrui Jia , Liguo Chen , Xin Wang , Zhengran Zeng , Yidong Wang , Qing Gao , Jindong Wang , Wei Ye , Shikun Zhang , Zhonghai Wu

The state-of-the-art DGF techniques redefine and optimize the fitness metric to reach the target sites precisely and quickly. However, optimizations for fitness metrics are mainly based on heuristic algorithms, which usually rely on…

软件工程 · 计算机科学 2025-07-30 Peihong Lin , Pengfei Wang , Xu Zhou , Wei Xie , Gen Zhang , Kai Lu

Greybox fuzzing is the de-facto standard to discover bugs during development. Fuzzers execute many inputs to maximize the amount of reached code. Recently, Directed Greybox Fuzzers (DGFs) propose an alternative strategy that goes beyond…

密码学与安全 · 计算机科学 2022-07-28 Han Zheng , Jiayuan Zhang , Yuhang Huang , Zezhong Ren , He Wang , Chunjie Cao , Yuqing Zhang , Flavio Toffalini , Mathias Payer

Hardware Fuzzing emerged as one of the crucial techniques for finding security flaws in modern hardware designs by testing a wide range of input scenarios. One of the main challenges is creating high-quality input seeds that maximize…

密码学与安全 · 计算机科学 2026-01-27 Raghul Saravanan , Sudipta Paria , Aritra Dasgupta , Swarup Bhunia , Sai Manoj P D

Directed grey-box fuzzing (DGF) is a target-guided fuzzing intended for testing specific targets (e.g., the potential buggy code). Despite numerous techniques proposed to enhance directedness, the existing DGF techniques still face…

密码学与安全 · 计算机科学 2025-02-13 Peihong Lin , Pengfei Wang , Xu Zhou , Wei Xie , Kai Lu , Gen Zhang

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

Directed fuzzing is a useful testing technique that aims to efficiently reach target code sites in a program. The core of directed fuzzing is the guiding mechanism that directs the fuzzing to the specified target. A general guiding…

密码学与安全 · 计算机科学 2025-11-17 Weiheng Bai , Kefu Wu , Qiushi Wu , Kangjie Lu

Directed greybox fuzzing is a popular technique for targeted software testing that seeks to find inputs that reach a set of target sites in a program. Most existing directed greybox fuzzers do not provide any theoretical analysis of their…

密码学与安全 · 计算机科学 2022-09-02 Abhishek Shah , Dongdong She , Samanway Sadhu , Krish Singal , Peter Coffman , Suman Jana

Developers utilize third-party libraries to improve productivity, which also introduces potential security risks. Existing approaches generate tests for public functions to trigger library vulnerabilities from client programs, yet they…

密码学与安全 · 计算机科学 2026-04-07 Yukai Zhao , Menghan Wu , Xing Hu , Shaohua Wang , Meng Luo , Xin Xia

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

Coverage-guided Greybox Fuzzing (CGF) is one of the most successful and widely-used techniques for bug hunting. Two major approaches are adopted to optimize CGF: (i) to reduce search space of inputs by inferring relationships between input…

密码学与安全 · 计算机科学 2022-01-13 Kunpeng Zhang , Xi Xiao , Xiaogang Zhu , Ruoxi Sun , Minhui Xue , Sheng Wen

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

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

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
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