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While fuzzing has demonstrated its effectiveness in exposing vulnerabilities within embedded firmware, the discovery of crashing test cases is only the first step in improving the security of these critical systems. The subsequent fault…

密码学与安全 · 计算机科学 2024-10-25 Boyu Chang , Binbin Zhao , Qiao Zhang , Peiyu Liu , Yuan Tian , Raheem Beyah , Shouling Ji

Guided fuzzing has, in recent years, been able to uncover many new vulnerabilities in real-world software due to its fast input mutation strategies guided by path-coverage. However, most fuzzers are unable to achieve high coverage in deeper…

软件工程 · 计算机科学 2019-10-14 Saahil Ognawala , Fabian Kilger , Alexander Pretschner

Fuzzing has been studied and applied ever since the 1990s. Automated and continuous fuzzing has recently been applied also to open source software projects, including the Linux and BSD kernels. This paper concentrates on the practical…

软件工程 · 计算机科学 2020-02-26 Jukka Ruohonen , Kalle Rindell

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

As autonomous driving systems (ADS) advance towards higher levels of autonomy, orchestrating their safety verification becomes increasingly intricate. This paper unveils ScenarioFuzz, a pioneering scenario-based fuzz testing methodology.…

人工智能 · 计算机科学 2026-03-11 Tong Wang , Taotao Gu , Huan Deng , Hu Li , Xiaohui Kuang , Gang Zhao

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

GPUs play an increasingly important role in modern software. However, the heterogeneous host-device execution model and expanding software stacks make GPU programs prone to memory-safety and concurrency bugs that evade static analysis.…

密码学与安全 · 计算机科学 2026-03-16 Mohamed Tarek Ibn ziad , Christos Kozyrakis

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 -- whether generating or mutating inputs -- has found many bugs and security vulnerabilities in a wide range of domains. Stateful and highly structured web APIs present significant challenges to traditional fuzzing techniques, as…

密码学与安全 · 计算机科学 2021-12-21 Zac Hatfield-Dodds , Dmitry Dygalo

We present a coverage-guided testing algorithm for distributed systems implementations. Our main innovation is the use of an abstract formal model of the system that is used to define coverage. Such abstract models are frequently developed…

软件工程 · 计算机科学 2025-09-03 Ege Berkay Gulcan , Burcu Kulahcioglu Ozkan , Rupak Majumdar , Srinidhi Nagendra

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

Static analysis is an important approach for finding bugs and vulnerabilities in software. However, inspecting and confirming static warnings are challenging and time-consuming. In this paper, we present a novel solution that automatically…

软件工程 · 计算机科学 2021-06-30 Ashwin Kallingal Joshy , Xueyuan Chen , Benjamin Steenhoek , Wei Le

Context: Exhaustive fuzzing of modern JavaScript engines is infeasible due to the vast number of program states and execution paths. Coverage-guided fuzzers waste effort on low-risk inputs, often ignoring vulnerability-triggering ones that…

软件工程 · 计算机科学 2025-12-23 Kishan Kumar Ganguly , Tim Menzies

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

Ever-increasing design complexity of System-on-Chips (SoCs) led to significant verification challenges. Unlike software, bugs in hardware design are vigorous and eternal i.e., once the hardware is fabricated, it cannot be repaired with any…

硬件体系结构 · 计算机科学 2025-12-11 Deepak Narayan Gadde , Aman Kumar , Djones Lettnin , Sebastian Simon

Fuzzing has achieved tremendous success in discovering bugs and vulnerabilities in various software systems. Systems under test (SUTs) that take in programming or formal language as inputs, e.g., compilers, runtime engines, constraint…

软件工程 · 计算机科学 2024-12-11 Chunqiu Steven Xia , Matteo Paltenghi , Jia Le Tian , Michael Pradel , Lingming Zhang

Hybrid testing approaches that involve fuzz testing and symbolic execution have shown promising results in achieving high code coverage, uncovering subtle errors and vulnerabilities in a variety of software applications. In this paper we…

软件工程 · 计算机科学 2018-06-11 Yannic Noller , Rody Kersten , Corina S. Păsăreanu

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

GPUs have gained significant popularity over the past decade, extending beyond their original role in graphics rendering. This evolution has brought GPU security and reliability to the forefront of concerns. Prior research has shown that…

密码学与安全 · 计算机科学 2026-01-06 Saurabh Singh , Ruobing Han , Jaewon Lee , Seonjin Na , Yonghae Kim , Taesoo Kim , Hyesoon Kim

In modern software development, vulnerability detection is crucial due to the inevitability of bugs and vulnerabilities in complex software systems. Effective detection and elimination of these vulnerabilities during the testing phase are…

密码学与安全 · 计算机科学 2025-09-29 Christopher Scherb , Luc Bryan Heitz , Hermann Grieder