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Fuzzing is a highly effective automated testing method for uncovering software vulnerabilities. Despite advances in fuzzing techniques, such as coverage-guided greybox fuzzing, many fuzzers struggle with coverage plateaus caused by fuzz…

软件工程 · 计算机科学 2025-10-07 Wentao Gao , Renata Borovica-Gajic , Sang Kil Cha , Tian Qiu , Van-Thuan Pham

As one of the most successful and effective software testing techniques in recent years, fuzz testing has uncovered numerous bugs and vulnerabilities in modern software, including network protocol software. In contrast to other fuzzing…

网络与互联网体系结构 · 计算机科学 2024-02-28 Shihao Jiang , Yu Zhang , Junqiang Li , Hongfang Yu , Long Luo , Gang Sun

Fuzzing is a promising technique for detecting security vulnerabilities. Newly developed fuzzers are typically evaluated in terms of the number of bugs found on vulnerable programs/binaries. However,existing corpora usually do not capture…

软件工程 · 计算机科学 2019-05-07 Xiaogang Zhu , Xiaotao Feng , Tengyun Jiao , Sheng Wen , Yang Xiang , Seyit Camtepe , Jingling Xue

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

Grey-box fuzzers such as American Fuzzy Lop (AFL) are popular tools for finding bugs and potential vulnerabilities in programs. While these fuzzers have been able to find vulnerabilities in many widely used programs, they are not efficient;…

人工智能 · 计算机科学 2018-11-26 Siddharth Karamcheti , Gideon Mann , David Rosenberg

Fuzzing -- testing programs with random inputs -- has become the prime technique to detect bugs and vulnerabilities in programs. To generate inputs that cover new functionality, fuzzers require execution feedback from the program -- for…

软件工程 · 计算机科学 2020-12-29 Rahul Gopinath , Bachir Bendrissou , Björn Mathis , Andreas Zeller

MLFuzz, a work accepted at ACM FSE 2023, revisits the performance of a machine learning-based fuzzer, NEUZZ. We demonstrate that its main conclusion is entirely wrong due to several fatal bugs in the implementation and wrong evaluation…

密码学与安全 · 计算机科学 2024-09-10 Dongdong She , Kexin Pei , Junfeng Yang , Baishakhi Ray , Suman Jana

Testing a program's capability to effectively handling errors is a significant challenge, given that program errors are relatively uncommon. To solve this, Software Fault Injection (SFI)-based fuzzing integrates SFI and traditional fuzzing,…

密码学与安全 · 计算机科学 2024-07-08 Jin Wei , Ping Chen , Jun Dai , Xiaoyan Sun , Zhihao Zhang , Chang Xu , Yi Wanga

Software vulnerabilities are constantly being reported and exploited in software products, causing significant impacts on society. In recent years, the main approach to vulnerability detection, fuzzing, has been integrated into the…

软件工程 · 计算机科学 2025-10-21 Tatsuya Shirai , Olivier Nourry , Yutaro Kashiwa , Kenji Fujiwara , Yasutaka Kamei , Hajimu Iida

Software fuzzing is a strong testing technique that has become the de facto approach for automated software testing and software vulnerability detection in the industry. The random nature of fuzzing makes monitoring and understanding the…

软件工程 · 计算机科学 2021-12-28 Aftab Hussain , Mohammad Amin Alipour

Over 70% of security vulnerabilities in critical software systems today result from memory safety violations. To address this challenge, fuzzing and static analysis are widely used automated methods to discover such vulnerabilities. Fuzzing…

密码学与安全 · 计算机科学 2026-03-31 Keno Hassler , Philipp Görz , Stephan Lipp

Fuzzing is one of the key techniques for evaluating the robustness of programs against attacks. Fuzzing has to be effective in producing inputs that cover functionality and find vulnerabilities. But it also has to be efficient in producing…

软件工程 · 计算机科学 2019-11-19 Rahul Gopinath , Andreas Zeller

Fuzzing is a widely used software security testing technique that is designed to identify vulnerabilities in systems by providing invalid or unexpected input. Continuous fuzzing systems like OSS-FUZZ have been successful in finding security…

密码学与安全 · 计算机科学 2023-07-04 Chaitanya Rahalkar

Fuzzing is one of the fastest growing fields in software testing. The idea behind fuzzing is to check the behavior of software against a large number of randomly generated inputs, trying to cover all interesting parts of the input space,…

软件工程 · 计算机科学 2022-02-15 Rahul Gopinath , Philipp Görz , Alex Groce

Database Management System (DBMS) fuzzing is an automated testing technique aimed at detecting errors and vulnerabilities in DBMSs by generating, mutating, and executing test cases. It not only reduces the time and cost of manual testing…

数据库 · 计算机科学 2023-11-14 Xiyue Gao , Zhuang Liu , Jiangtao Cui , Hui Li , Hui Zhang , Kewei Wei , Kankan Zhao

Testing with randomly generated inputs (fuzzing) has gained significant traction due to its capacity to expose program vulnerabilities automatically. Fuzz testing campaigns generate large amounts of data, making them ideal for the…

软件工程 · 计算机科学 2023-09-29 Maria-Irina Nicolae , Max Eisele , Andreas Zeller

Cryptographic protocols form the backbone of modern security systems, yet vulnerabilities persist within their implementations. Traditional testing techniques, including fuzzing, have struggled to effectively identify vulnerabilities in…

密码学与安全 · 计算机科学 2024-09-20 S Mahmudul Hasan , Polina Kozyreva , Endadul Hoque

Grey-box fuzz testing has revealed thousands of vulnerabilities in real-world software owing to its lightweight instrumentation, fast coverage feedback, and dynamic adjusting strategies. However, directly applying grey-box fuzzing to…

软件工程 · 计算机科学 2020-08-03 Hongxu Chen , Shengjian Guo , Yinxing Xue , Yulei Sui , Cen Zhang , Yuekang Li , Haijun Wang , Yang Liu

The increasing complexity of modern processors poses many challenges to existing hardware verification tools and methodologies for detecting security-critical bugs. Recent attacks on processors have shown the fatal consequences of…

Softwarization and virtualization in 5G and beyond necessitate thorough testing to ensure the security of critical infrastructure and networks, requiring the identification of vulnerabilities and unintended emergent behaviors from protocol…

密码学与安全 · 计算机科学 2023-07-24 Jingda Yang , Sudhanshu Arya , Ying Wang