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Fuzz testing has become a cornerstone technique for identifying software bugs and security vulnerabilities, with broad adoption in both industry and open-source communities. Directly fuzzing a function requires fuzz drivers, which translate…

Among the many software vulnerability discovery techniques available today, fuzzing has remained highly popular due to its conceptual simplicity, its low barrier to deployment, and its vast amount of empirical evidence in discovering…

密码学与安全 · 计算机科学 2019-04-09 Valentin J. M. Manes , HyungSeok Han , Choongwoo Han , Sang Kil Cha , Manuel Egele , Edward J. Schwartz , Maverick Woo

Fault Localization (FL), in which a developer seeks to identify which part of the code is malfunctioning and needs to be fixed, is a recurring challenge in debugging. To reduce developer burden, many automated FL techniques have been…

软件工程 · 计算机科学 2024-07-03 Sungmin Kang , Gabin An , Shin Yoo

Compilers constitute the foundational root-of-trust in software supply chains; however, their immense complexity inevitably conceals critical defects. Recent research has attempted to leverage historical bugs to design new mutation…

Modern fuzzers scale to large, real-world software but often fail to exercise the program states developers consider most fragile or security-critical. Such states are typically deep in the execution space, gated by preconditions, or…

密码学与安全 · 计算机科学 2026-02-12 Viet Hoang Luu , Amirmohammad Pasdar , Wachiraphan Charoenwet , Toby Murray , Shaanan Cohney , Van-Thuan Pham

Fuzzing is an automated software testing technique broadly adopted by the industry. A popular variant is mutation-based fuzzing, which discovers a large number of bugs in practice. While the research community has studied mutation-based…

软件工程 · 计算机科学 2022-10-24 Patrick Jauernig , Domagoj Jakobovic , Stjepan Picek , Emmanuel Stapf , Ahmad-Reza Sadeghi

WebAssembly binaries are often compiled from memory-unsafe languages, such as C and C++. Because of WebAssembly's linear memory and missing protection features, e.g., stack canaries, source-level memory vulnerabilities are exploitable in…

密码学与安全 · 计算机科学 2021-11-01 Daniel Lehmann , Martin Toldam Torp , Michael Pradel

Crafting high-quality fuzz drivers not only is time-consuming but also requires a deep understanding of the library. However, the state-of-the-art automatic fuzz driver generation techniques fall short of expectations. While fuzz drivers…

密码学与安全 · 计算机科学 2024-05-30 Yunlong Lyu , Yuxuan Xie , Peng Chen , Hao Chen

Since the advent of AFL, the use of mutational, feedback directed, grey-box fuzzers has become critical in the automated detection of security vulnerabilities. A great deal of research currently goes into their optimisation, including…

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

Modern hardware systems, driven by demands for high performance and application-specific functionality, have grown increasingly complex, introducing large surfaces for bugs and security-critical vulnerabilities. Fuzzing has emerged as a…

密码学与安全 · 计算机科学 2025-12-29 Lichao Wu , Mohamadreza Rostami , Huimin Li , Nikhilesh Singh , Ahmad-Reza Sadeghi

Non-deterministically behaving (i.e., flaky) tests hamper regression testing as they destroy trust and waste computational and human resources. Eradicating flakiness in test suites is therefore an important goal, but automated debugging…

软件工程 · 计算机科学 2023-05-09 Martin Gruber , Gordon Fraser

PHP, a dominant scripting language in web development, powers a vast range of websites, from personal blogs to major platforms. While existing research primarily focuses on PHP application-level security issues like code injection, memory…

密码学与安全 · 计算机科学 2025-02-05 Yuancheng Jiang , Chuqi Zhang , Bonan Ruan , Jiahao Liu , Manuel Rigger , Roland Yap , Zhenkai Liang

Jailbreaking large-language models (LLMs) involves testing their robustness against adversarial prompts and evaluating their ability to withstand prompt attacks that could elicit unauthorized or malicious responses. In this paper, we…

密码学与安全 · 计算机科学 2025-06-06 Aman Goel , Xian Carrie Wu , Zhe Wang , Dmitriy Bespalov , Yanjun Qi

Grey box fuzzing is one of the most successful methods for automatic vulnerability detection. However,conventional Grey box Fuzzers like AFL can open perform fuzzing against the whole input and spend more time on smaller seeds with lower…

密码学与安全 · 计算机科学 2022-03-31 Linlin Zhang , Ning Luo

Deep learning (DL) systems can make our life much easier, and thus are gaining more and more attention from both academia and industry. Meanwhile, bugs in DL systems can be disastrous, and can even threaten human lives in safety-critical…

软件工程 · 计算机科学 2022-03-01 Anjiang Wei , Yinlin Deng , Chenyuan Yang , Lingming Zhang

MLIR (Multi-Level Intermediate Representation) has rapidly become a foundational technology for modern compiler frameworks, enabling extensibility across diverse domains. However, ensuring the correctness and robustness of MLIR itself…

软件工程 · 计算机科学 2025-10-10 Zeyu Sun , Jingjing Liang , Weiyi Wang , Chenyao Suo , Junjie Chen , Fanjiang Xu

In recent years, the programming capabilities of large language models (LLMs) have garnered significant attention. Fuzz testing, a highly effective technique, plays a key role in enhancing software reliability and detecting vulnerabilities.…

软件工程 · 计算机科学 2024-12-23 Hanxiang Xu , Wei Ma , Ting Zhou , Yanjie Zhao , Kai Chen , Qiang Hu , Yang Liu , Haoyu Wang

Hardware-level memory vulnerabilities severely threaten computing systems. However, hardware patching is inefficient or difficult postfabrication. We investigate the effectiveness of hardware fuzzing in detecting hardware memory…

密码学与安全 · 计算机科学 2024-10-31 Mohamadreza Rostami , Chen Chen , Rahul Kande , Huimin Li , Jeyavijayan Rajendran , Ahmad-Reza Sadeghi

Finding software vulnerabilities in concurrent programs is a challenging task due to the size of the state-space exploration, as the number of interleavings grows exponentially with the number of program threads and statements. We propose…

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