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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

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

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

Traditional coverage grey-box fuzzers perform a breadth-first search of the state space of Program Under Test (PUT). This aimlessness wastes a lot of computing resources. Directed grey-box fuzzing focuses on the target of PUT and becomes…

软件工程 · 计算机科学 2023-09-19 Harvey Lau

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

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

The ever-increasing complexity of design specifications for processors and intellectual property (IP) presents a formidable challenge for early bug detection in the modern IC design cycle. The recent advancements in hardware fuzzing have…

密码学与安全 · 计算机科学 2025-10-01 Raghul Saravanan , Sai Manoj P D

Guided fuzzing has, in recent years, been able to uncover many new vulnerabilities in real-world software due to its fast input mutation strategies guided by path-coverage. However, most fuzzers are unable to achieve high coverage in deeper…

软件工程 · 计算机科学 2019-10-14 Saahil Ognawala , Fabian Kilger , Alexander Pretschner

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

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

Greybox fuzzing is one of the most popular methods for detecting software vulnerabilities, which conducts a biased random search within the program input space. To enhance its effectiveness in achieving deep coverage of program behaviors,…

软件工程 · 计算机科学 2026-05-06 Ruijie Meng , Gregory J. Duck , Abhik Roychoudhury

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

Directed greybox fuzzing (DGF) aims to efficiently trigger bugs at specific target locations by prioritizing seeds whose execution paths are more likely to reach the targets. However, existing DGF approaches suffer from imprecise potential…

密码学与安全 · 计算机科学 2026-02-03 Yifan Zhang , Xin Zhang

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 fuzzing is a dynamic testing technique that focuses exploration on specific, pre targeted program locations. Like other types of fuzzers, directed fuzzers are most effective when maximizing testing speed and precision. To this end,…

软件工程 · 计算机科学 2023-09-19 Chaitra Niddodi , Stefan Nagy , Darko Marinov , Sibin Mohan

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 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

Directed fuzzing aims to find program inputs that lead to specified target program states. It has broad applications, such as debugging system crashes, confirming reported bugs, and generating exploits for potential vulnerabilities. This…

密码学与安全 · 计算机科学 2025-12-10 Jie Zhu , Chihao Shen , Ziyang Li , Jiahao Yu , Yizheng Chen , Kexin Pei

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

Binary-only fuzzing often struggles with achieving thorough code coverage and uncovering hidden vulnerabilities due to limited insight into a program's internal dataflows. Traditional grey-box fuzzers guide test case generation primarily…

软件工程 · 计算机科学 2025-09-08 Kai Feng , Jeremy Singer , Angelos K Marnerides
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