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Directed fuzzing focuses on automatically testing specific parts of the code by taking advantage of additional information such as (partial) bug stack trace, patches or risky operations. Key applications include bug reproduction, patch…

密码学与安全 · 计算机科学 2020-08-18 Manh-Dung Nguyen , Sébastien Bardin , Richard Bonichon , Roland Groz , Matthieu Lemerre

Fuzzing is an effective technique for discovering software vulnerabilities by generating random test inputs and executing them against the target program. However, fuzzing large and complex programs remains challenging due to difficulties…

密码学与安全 · 计算机科学 2024-06-10 Dongdong She , Adam Storek , Yuchong Xie , Seoyoung Kweon , Prashast Srivastava , Suman Jana

One of the biggest attack surfaces of embedded systems is their network interfaces, which enable communication with other devices. Unlike their general-purpose counterparts, embedded systems are designed for specialized use cases, resulting…

密码学与安全 · 计算机科学 2025-09-18 Moritz Bley , Tobias Scharnowski , Simon Wörner , Moritz Schloegel , Thorsten Holz

Fuzz testing (fuzzing) is a well-known method for exposing bugs/vulnerabilities in software systems. Popular fuzzers, such as AFL, use a biased random search over the domain of program inputs, where 100s or 1000s of inputs (test cases) are…

软件工程 · 计算机科学 2023-08-02 Yuntong Zhang , Ridwan Shariffdeen , Gregory J. Duck , Jiaqi Tan , Abhik Roychoudhury

Smart contract transactions are increasingly interleaved by cross-contract calls. While many tools have been developed to identify a common set of vulnerabilities, the cross-contract vulnerability is overlooked by existing tools.…

密码学与安全 · 计算机科学 2022-07-01 Yinxing Xue , Jiaming Ye , Wei Zhang , Jun Sun , Lei Ma , Haijun Wang , Jianjun Zhao

Distributed stream processing frameworks help building scalable and reliable applications that perform transformations and aggregations on continuous data streams. This paper introduces ShuffleBench, a novel benchmark to evaluate the…

软件工程 · 计算机科学 2024-03-08 Sören Henning , Adriano Vogel , Michael Leichtfried , Otmar Ertl , Rick Rabiser

Compared to fixed-function switches, the flexibility of programmable switches comes at a cost, as programmer mistakes frequently result in subtle bugs in the network data plane. In this paper, we present the design and implementation of…

网络与互联网体系结构 · 计算机科学 2022-07-28 Nofel Yaseen , Liangcheng Yu , Caleb Stanford , Ryan Beckett , Vincent Liu

Information leakage is a class of error that can lead to severe consequences. However unlike other errors, it is rarely explicitly considered during the software testing process. LeakFuzzer advances the state of the art by using a…

软件工程 · 计算机科学 2025-01-27 Daniel Blackwell , Ingolf Becker , David Clark

Greybox fuzzing is one of the most useful and effective techniques for the bug detection in large scale application programs. It uses minimal amount of instrumentation. American Fuzzy Lop (AFL) is a popular coverage based evolutionary…

人工智能 · 计算机科学 2018-06-12 Ketan Patil , Aditya Kanade

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

Implementations of network protocols are often prone to vulnerabilities caused by developers' mistakes when accessing memory regions and dealing with arithmetic operations. Finding practical approaches for checking the security of network…

密码学与安全 · 计算机科学 2020-01-28 Kaled Alshmrany , Lucas Cordeiro

As blockchain platforms grow exponentially, millions of lines of smart contract code are being deployed to manage extensive digital assets. However, vulnerabilities in this mission-critical code have led to significant exploitations and…

密码学与安全 · 计算机科学 2024-01-23 Chaofan Shou , Jing Liu , Doudou Lu , Koushik Sen

In recent years, coverage-based greybox fuzzing has proven itself to be one of the most effective techniques for finding security bugs in practice. Particularly, American Fuzzy Lop (AFL for short) is deemed to be a great success in fuzzing…

密码学与安全 · 计算机科学 2019-01-24 Junjie Wang , Bihuan Chen , Lei Wei , Yang Liu

In the modern era where software plays a pivotal role, software security and vulnerability analysis are essential for secure software development. Fuzzing test, as an efficient and traditional software testing method, has been widely…

软件工程 · 计算机科学 2025-05-20 Linghan Huang , Peizhou Zhao , Huaming Chen , Lei Ma

Deep Learning (DL) frameworks have served as fundamental components in DL systems over the last decade. However, bugs in DL frameworks could lead to catastrophic consequences in critical scenarios. A simple yet effective way to find bugs in…

软件工程 · 计算机科学 2026-01-21 Shaoyu Yang , Chunrong Fang , Haifeng Lin , Xiang Chen , Jia Liu , Zhenyu Chen

Fuzzing, a widely-used technique for bug detection, has seen advancements through Large Language Models (LLMs). Despite their potential, LLMs face specific challenges in fuzzing. In this paper, we identified five major challenges of…

We present a new benchmark (ProFuzzBench) for stateful fuzzing of network protocols. The benchmark includes a suite of representative open-source network servers for popular protocols, and tools to automate experimentation. We discuss…

密码学与安全 · 计算机科学 2021-01-14 Roberto Natella , Van-Thuan Pham

Coverage-based greybox fuzzing (CGF) is one of the most successful methods for automated vulnerability detection. Given a seed file (as a sequence of bits), CGF randomly flips, deletes or bits to generate new files. CGF iteratively…

密码学与安全 · 计算机科学 2020-05-22 Van-Thuan Pham , Marcel Böhme , Andrew E. Santosa , Alexandru Răzvan Căciulescu , Abhik Roychoudhury

Robustness is a key concern for Rust library development because Rust promises no risks of undefined behaviors if developers use safe APIs only. Fuzzing is a practical approach for examining the robustness of programs. However, existing…

软件工程 · 计算机科学 2021-10-25 Jianfeng Jiang , Hui Xu , Yangfan Zhou

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