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Objective: Machine learning (ML) models are increasingly used to generate electrical stimulation patterns in neuroprosthetic devices such as visual prostheses. While these models promise precise and personalized control, they also introduce…

软件工程 · 计算机科学 2025-12-08 Mara Downing , Matthew Peng , Jacob Granley , Michael Beyeler , Tevfik Bultan

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 discovering software vulnerabilities, but identifying hot bytes that influence program behavior remains challenging. Traditional taint analysis can track such bytes white-box, but suffers from…

密码学与安全 · 计算机科学 2025-06-11 Yuchong Xie , Wenhui Zhang , Dongdong She

Testing a program's capability to effectively handling errors is a significant challenge, given that program errors are relatively uncommon. To solve this, Software Fault Injection (SFI)-based fuzzing integrates SFI and traditional fuzzing,…

密码学与安全 · 计算机科学 2024-07-08 Jin Wei , Ping Chen , Jun Dai , Xiaoyan Sun , Zhihao Zhang , Chang Xu , Yi Wanga

As researchers, we already understand how to make testing more effective and efficient at finding bugs. However, as fuzzing (i.e., automated testing) becomes more widely adopted in practice, practitioners are asking: Which assurances does a…

软件工程 · 计算机科学 2018-12-18 Marcel Böhme

As the complexity of logic designs increase, new avenues for testing digital hardware becomes necessary. Fuzz Testing (fuzzing) has recently received attention as a potential candidate for input vector generation on hardware designs. Using…

硬件体系结构 · 计算机科学 2023-12-12 Ruochen Dai , Michael Lee , Patrick Hoey , Weimin Fu , Tuba Yavuz , Xiaolong Guo , Shuo Wang , Dean Sullivan , Orlando Arias

Deep Learning (DL) libraries such as PyTorch provide the core components to build major AI-enabled applications. Finding bugs in these libraries is important and challenging. Prior approaches have tackled this by performing either API-level…

软件工程 · 计算机科学 2025-09-19 Feiran Qin , M. M. Abid Naziri , Hengyu Ai , Saikat Dutta , Marcelo d'Amorim

Buffer-overruns are a prevalent vulnerability in software libraries and applications. Fuzz testing is one of the effective techniques to detect vulnerabilities in general. Greybox fuzzers such as AFL automatically generate a sequence of…

软件工程 · 计算机科学 2021-04-22 Raveendra Kumar Medicherla , Malathy Nagalakshmi , Tanya Sharma , Raghavan Komondoor

Kernel fuzzing is important for finding critical kernel vulnerabilities. Close-source (e.g., Windows) operating system kernel fuzzing is even more challenging due to the lack of source code. Existing approaches fuzz the kernel by modeling…

密码学与安全 · 计算机科学 2023-08-09 Zian Liu , Chao Chen , Muhammad Ejaz Ahmed , Jun Zhang , Dongxi Liu

In this paper we show E-FuzzEdge, a novel fuzzing architecture targeted towards improving the throughput of fuzzing campaigns in contexts where scalability is unavailable. E-FuzzEdge addresses the inefficiencies of hardware-in-the-loop…

密码学与安全 · 计算机科学 2025-10-03 Davide Rusconi , Osama Yousef , Mirco Picca , Flavio Toffalini , Andrea Lanzi

Securing operating system (OS) kernel is one central challenge in today's cyber security landscape. The cutting-edge testing technique of OS kernel is software fuzz testing. By mutating the program inputs with random variations for…

密码学与安全 · 计算机科学 2023-10-05 Wei Chen , Huaijin Wang , Weixi Gu , Shuai Wang

Directed greybox fuzzing (DGF) aims to efficiently trigger bugs at specific target locations by prioritizing seeds whose execution paths are more likely to reach the targets. However, existing DGF approaches suffer from imprecise potential…

密码学与安全 · 计算机科学 2026-02-03 Yifan Zhang , Xin Zhang

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

Smart contracts, the cornerstone of decentralized applications, have become increasingly prominent in revolutionizing the digital landscape. However, vulnerabilities in smart contracts pose great risks to user assets and undermine overall…

软件工程 · 计算机科学 2024-08-20 Ruichao Liang , Jing Chen , Cong Wu , Kun He , Yueming Wu , Ruochen Cao , Ruiying Du , Yang Liu , Ziming Zhao

Database Management Systems (DBMSs) are vital components in modern data-driven systems. Their complexity often leads to logic bugs, which are implementation errors within the DBMSs that can lead to incorrect query results, data exposure,…

密码学与安全 · 计算机科学 2024-07-08 Jin Wei , Ping Chen , Kangjie Lu , Jun Dai , Xiaoyan Sun

Greybox fuzzing is a proven and effective testing method for the detection of security vulnerabilities and other bugs in modern software systems. Greybox fuzzing can also be used in combination with a sanitizer, such as AddressSanitizer…

密码学与安全 · 计算机科学 2022-09-07 Jinsheng Ba , Gregory J. Duck , Abhik Roychoudhury

Fuzz testing is often automated, but also frequently augmented by experts who insert themselves into the workflow in a greedy search for bugs. In this paper, we propose Homo in Machina, or HM-fuzzing, in which analyses guide the manual…

密码学与安全 · 计算机科学 2023-06-08 Joshua Bundt , Andrew Fasano , Brendan Dolan-Gavitt , William Robertson , Tim Leek

Softwarization and virtualization in 5G and beyond necessitate thorough testing to ensure the security of critical infrastructure and networks, requiring the identification of vulnerabilities and unintended emergent behaviors from protocol…

密码学与安全 · 计算机科学 2023-07-24 Jingda Yang , Sudhanshu Arya , Ying Wang

Distributed tracing serves as a fundamental building block in the monitoring and testing of cloud service systems. To reduce computational and storage overheads, the de facto practice is to capture fewer traces via sampling. However,…

软件工程 · 计算机科学 2025-04-15 Zhuangbin Chen , Junsong Pu , Zibin Zheng

Fuzzing continues to be the most effective method for identifying security vulnerabilities in software. In the context of fuzz testing, the fuzzer supplies varied inputs to fuzz targets, which are designed to comprehensively exercise…

软件工程 · 计算机科学 2026-01-21 Chi Thien Tran