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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

Fuzzing is one of the most effective technique to identify potential software vulnerabilities. Most of the fuzzers aim to improve the code coverage, and there is lack of directedness (e.g., fuzz the specified path in a software). In this…

密码学与安全 · 计算机科学 2020-10-26 Xiaogang Zhu , Shigang Liu , Xian Li , Sheng Wen , Jun Zhang , Camtepe Seyit , Yang Xiang

Despite its effectiveness in uncovering software defects, American Fuzzy Lop (AFL), one of the best grey-box fuzzers, is inefficient when fuzz-testing source-unavailable programs. AFL's binary-only fuzzing mode, QEMU-AFL, is typically 2-5X…

软件工程 · 计算机科学 2019-05-28 Yaohui Chen , Dongliang Mu , Jun Xu , Zhichuang Sun , Wenbo Shen , Xinyu Xing , Long Lu , Bing Mao

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

Fuzz testing, or fuzzing, has become one of the de facto standard techniques for bug finding in the software industry. In general, fuzzing provides various inputs to the target program to discover unhandled exceptions and crashes. In…

软件工程 · 计算机科学 2021-09-20 Yifan Wang , Yuchen Zhang , Chengbin Pang , Peng Li , Nikolaos Triandopoulos , Jun Xu

Gray-box fuzzing is widely used for testing embedded systems (ESes). State-of-the-art (SOTA) gray-box fuzzers test ES firmware in fully emulated environments without real peripherals. They emulate missing peripherals to achieve decent code…

密码学与安全 · 计算机科学 2025-04-21 Wei-Lun Huang , Kang G. Shin

Verification is a critical process for ensuring the correctness of modern processors. The increasing complexity of processor designs and the emergence of new instruction set architectures (ISAs) like RISC-V have created demands for more…

硬件体系结构 · 计算机科学 2026-02-04 Yang Zhong , Haoran Wu , Xueqi Li , Sa Wang , David Boland , Yungang Bao , Kan Shi

Solid-State Drive (SSD) firmware manages complex internal states, including flash memory maintenance. Due to nondeterministic I/O operations, traditional testing methods struggle to rapidly achieve coverage of firmware code areas that…

软件工程 · 计算机科学 2025-05-07 Gangho Yoon , Eunseok Lee

The rise of smart devices in critical domains--including automotive, medical, industrial--demands robust firmware testing. Fuzzing firmware in re-hosted environments is a promising method for automated testing at scale, but remains…

密码学与安全 · 计算机科学 2026-02-10 Guy Farrelly , Michael Chesser , Seyit Camtepe , Damith C. Ranasinghe

Fuzzing is a popular dynamic program analysis technique used to find vulnerabilities in complex software. Fuzzing involves presenting a target program with crafted malicious input designed to cause crashes, buffer overflows, memory errors,…

软件工程 · 计算机科学 2017-11-15 Mohit Rajpal , William Blum , Rishabh Singh

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

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

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

Fuzzing is one of the prevailing methods for vulnerability detection. However, even state-of-the-art fuzzing methods become ineffective after some period of time, i.e., the coverage hardly improves as existing methods are ineffective to…

密码学与安全 · 计算机科学 2021-12-15 Shunkai Zhu , Jingyi Wang , Jun Sun , Jie Yang , Xingwei Lin , Liyi Zhang , Peng Cheng

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

As the complexity of modern processors has increased over the years, developing effective verification strategies to identify bugs prior to manufacturing has become critical. Undiscovered micro-architectural bugs in processors can manifest…

Fuzzing is a widely used technique for detecting software bugs and vulnerabilities. Most popular fuzzers generate new inputs using an evolutionary search to maximize code coverage. Essentially, these fuzzers start with a set of seed inputs,…

软件工程 · 计算机科学 2020-09-14 Dongdong She , Rahul Krishna , Lu Yan , Suman Jana , Baishakhi Ray

Taint-style vulnerabilities comprise a majority of fuzzer discovered program faults. These vulnerabilities usually manifest as memory access violations caused by tainted program input. Although fuzzers have helped uncover a majority of…

密码学与安全 · 计算机科学 2017-06-02 Bhargava Shastry , Federico Maggi , Fabian Yamaguchi , Konrad Rieck , Jean-Pierre Seifert

Fuzz Testing techniques are the state of the art in software testing for security issues nowadays. Their great effectiveness attracted the attention of researchers and hackers and involved them in developing a lot of new techniques to…

密码学与安全 · 计算机科学 2021-02-09 Andrea Fioraldi , Luigi Paolo Pileggi

Hardware flaws are permanent and potent: hardware cannot be patched once fabricated, and any flaws may undermine any software executing on top. Consequently, verification time dominates implementation time. The gold standard in hardware…

硬件体系结构 · 计算机科学 2021-02-05 Timothy Trippel , Kang G. Shin , Alex Chernyakhovsky , Garret Kelly , Dominic Rizzo , Matthew Hicks