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相关论文: Greybox Fuzzing of Distributed Systems

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Fuzzing is a highly effective method for uncovering software vulnerabilities, but analyzing the resulting data typically requires substantial manual effort. This is amplified by the fact that fuzzing campaigns often find a large number of…

软件工程 · 计算机科学 2025-12-02 Patrick Herter , Vincent Ahlrichs , Ridvan Açilan , Julian Horsch

One way to reduce the time of conducting optimization studies is to evaluate designs in parallel rather than just one-at-a-time. For expensive-to-evaluate black-boxes, batch versions of Bayesian optimization have been proposed. They work by…

最优化与控制 · 数学 2023-04-04 Mickael Binois , Nicholson Collier , Jonathan Ozik

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

Fuzzing has been an important approach for finding bugs and vulnerabilities in programs. Many fuzzers deployed in industry run daily and can generate an overwhelming number of crashes. Diagnosing such crashes can be very challenging and…

软件工程 · 计算机科学 2022-09-07 Ashwin Kallingal Joshy , Wei Le

Greybox fuzzing has emerged as a preferred technique for discovering software bugs, striking a balance between efficiency and depth of exploration. While research has focused on improving fuzzing techniques, the importance of high-quality…

密码学与安全 · 计算机科学 2024-11-28 Wenxuan Shi , Yunhang Zhang , Xinyu Xing , Jun Xu

In recent years, fuzz testing has proven itself to be one of the most effective techniques for finding correctness bugs and security vulnerabilities in practice. One particular fuzz testing tool, American Fuzzy Lop or AFL, has become…

软件工程 · 计算机科学 2018-07-31 Caroline Lemieux , Koushik Sen

Testing-based methodologies like fuzzing are able to analyze complex software which is not amenable to traditional formal approaches like verification, model checking, and abstract interpretation. Despite enormous success at exposing…

软件工程 · 计算机科学 2019-04-17 Shaobo He , Michael Emmi , Gabriela Ciocarlie

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

Large Language Models (LLMs) have excelled in various tasks but are still vulnerable to jailbreaking attacks, where attackers create jailbreak prompts to mislead the model to produce harmful or offensive content. Current jailbreak methods…

密码学与安全 · 计算机科学 2025-03-04 Xueluan Gong , Mingzhe Li , Yilin Zhang , Fengyuan Ran , Chen Chen , Yanjiao Chen , Qian Wang , Kwok-Yan Lam

Fuzzing is one of the most effective approaches to finding software flaws. However, applying it to microcontroller firmware incurs many challenges. For example, rehosting-based solutions cannot accurately model peripheral behaviors and thus…

密码学与安全 · 计算机科学 2022-04-20 Wenqiang Li , Jiameng Shi , Fengjun Li , Jingqiang Lin , Wei Wang , Le Guan

Many software projects employ manual code review to gatekeep defects and vulnerabilities in the code before integration. However, reviewers often work under time pressure and rely primarily on static inspection, leaving the dynamic aspects…

软件工程 · 计算机科学 2025-10-20 Wachiraphan Charoenwet , Patanamon Thongtanunam , Van-Thuan Pham , Christoph Treude

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

A code-level backdoor is a hidden access, programmed and concealed within the code of a program. For instance, hard-coded credentials planted in the code of a file server application would enable maliciously logging into all deployed…

密码学与安全 · 计算机科学 2025-05-14 Dimitri Kokkonis , Michaël Marcozzi , Emilien Decoux , Stefano Zacchiroli

Most software that runs on computers undergoes processing by compilers. Since compilers constitute the fundamental infrastructure of software development, their correctness is paramount. Over the years, researchers have invested in…

软件工程 · 计算机科学 2023-06-19 Haoyang Ma

Tool-augmented LLM agents increasingly rely on multi-step, multi-tool workflows to complete real tasks. This design expands the attack surface, because data produced by one tool can be persisted and later reused as input to another tool,…

软件工程 · 计算机科学 2026-03-16 Jiangrong Wu , Zitong Yao , Yuhong Nan , Zibin Zheng

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

High scalability and low running costs have made fuzz testing the de facto standard for discovering software bugs. Fuzzing techniques are constantly being improved in a race to build the ultimate bug-finding tool. However, while fuzzing…

密码学与安全 · 计算机科学 2020-10-26 Ahmad Hazimeh , Adrian Herrera , Mathias Payer

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

Developers often spend much effort and resources to debug a program. To help the developers debug, numerous information retrieval (IR)-based and spectrum-based bug localization techniques have been devised. IR-based techniques process…

信息检索 · 计算机科学 2018-07-27 Thong Hoang , Richard J. Oentaryo , Tien-Duy B. Le , David Lo

We describe and evaluate a novel white-box fuzzer for C programs named FuSeBMC, which combines fuzzing and symbolic execution, and applies Bounded Model Checking (BMC) to find security vulnerabilities in C programs. FuSeBMC explores and…

密码学与安全 · 计算机科学 2020-12-22 Kaled M. Alshmrany , Rafael S. Menezes , Mikhail R. Gadelha , Lucas C. Cordeiro