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相关论文: Greybox Fuzzing of Distributed Systems

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Fuzzing is a well-established technique for detecting bugs and vulnerabilities. With the surge of fuzzers and fuzzer platforms being developed such as AFL and OSSFuzz rises the necessity to benchmark these tools' performance. A common…

软件工程 · 计算机科学 2025-03-26 Timothée Riom , Sabine Houy , Bruno Kreyssig , Alexandre Bartel

Mutation testing consists of generating test cases that detect faults injected into software (generating mutants) which its original test suite could not. By running such an augmented set of test cases, it may discover actual faults that…

软件工程 · 计算机科学 2024-06-05 Jaekwon Lee , Enrico Viganò , Fabrizio Pastore , Lionel Briand

Deep learning (DL) has attracted wide attention and has been widely deployed in recent years. As a result, more and more research efforts have been dedicated to testing DL libraries and frameworks. However, existing work largely overlooked…

软件工程 · 计算机科学 2024-01-02 Chenyuan Yang , Yinlin Deng , Jiayi Yao , Yuxing Tu , Hanchi Li , Lingming Zhang

A fuzzer provides randomly generated inputs to a targeted software to expose erroneous behavior. To efficiently detect defects, generated inputs should conform to the structure of the input format and thus, grammars can be used to generate…

软件工程 · 计算机科学 2020-08-05 Martin Eberlein , Yannic Noller , Thomas Vogel , Lars Grunske

Modern extensible compiler frameworks-such as MLIR-enable rapid creation of domain-specific language dialects. This flexibility, however, makes correctness harder to ensure as the same extensibility that accelerates development also…

软件工程 · 计算机科学 2025-12-08 Sairam Vaidya , Marcel Böhme , Loris D'Antoni

We design and implement from scratch a new fuzzer called SIVO that refines multiple stages of grey-box fuzzing. First, SIVO refines data-flow fuzzing in two ways: (a) it provides a new taint inference engine that requires only logarithmic…

密码学与安全 · 计算机科学 2021-07-16 Ivica Nikolic , Radu Mantu , Shiqi Shen , Prateek Saxena

Fuzz Testing is a well-studied area in the field of Software Maintenance and Evolution. In recent years, coverage-based Greybox fuzz testing has gained immense attention by discovering critical security level and show-stopper bugs in…

软件工程 · 计算机科学 2019-07-29 Animesh Basak Chowdhury

This paper presents a novel fuzzing framework, called MicroFuzz, specifically designed for Microservices. Mocking-Assisted Seed Execution, Distributed Tracing, Seed Refresh and Pipeline Parallelism approaches are adopted to address the…

软件工程 · 计算机科学 2024-02-06 Peng Di , Bingchang Liu , Yiyi Gao

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

Hardware Fuzzing emerged as one of the crucial techniques for finding security flaws in modern hardware designs by testing a wide range of input scenarios. One of the main challenges is creating high-quality input seeds that maximize…

密码学与安全 · 计算机科学 2026-01-27 Raghul Saravanan , Sudipta Paria , Aritra Dasgupta , Swarup Bhunia , Sai Manoj P D

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

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…

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…

BACKGROUND: Software engineers must be vigilant in preventing and correcting vulnerabilities and other critical bugs. In servicing this need, numerous tools and techniques have been developed to assist developers. Fuzzers, by autonomously…

软件工程 · 计算机科学 2023-05-22 Brandon Keller , Andrew Meneely , Benjamin Meyers

Fuzzing has become one of the most effective bug finding approach for software. In recent years, 24*7 continuous fuzzing platforms have emerged to test critical pieces of software, e.g., Linux kernel. Though capable of discovering many bugs…

密码学与安全 · 计算机科学 2021-11-12 Xiaochen Zou , Guoren Li , Weiteng Chen , Hang Zhang , Zhiyun Qian

Mutation-based fuzzing is popular and effective in discovering unseen code and exposing bugs. However, only a few studies have concentrated on quantifying the importance of input bytes, which refers to the degree to which a byte contributes…

密码学与安全 · 计算机科学 2023-10-24 Kunpeng Zhang , Xiaogang Zhu , Xi Xiao , Minhui Xue , Chao Zhang , Sheng Wen

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

Seed scheduling is a prominent factor in determining the yields of hybrid fuzzing. Existing hybrid fuzzers schedule seeds based on fixed heuristics that aim to predict input utilities. However, such heuristics are not generalizable as there…

密码学与安全 · 计算机科学 2020-07-23 Yaohui Chen , Mansour Ahmadi , Reza Mirzazade farkhani , Boyu Wang , Long Lu

Fuzzing is a widely used technique for detecting vulnerabilities in smart contracts, which generates transaction sequences to explore the execution paths of smart contracts. However, existing fuzzers are falling short in detecting…

密码学与安全 · 计算机科学 2025-11-18 Jie Chen , Liangmin Wang

Bugs in compilers, which are critical infrastructure today, can have outsized negative impacts. Mutational fuzzers aid compiler bug detection by systematically mutating compiler inputs, i.e., programs. Their effectiveness depends on the…

软件工程 · 计算机科学 2025-10-10 Lingjun Liu , Feiran Qin , Owolabi Legunsen , Marcelo d'Amorim