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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

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

In recent years, fuzz testing has benefited from increased computational power and important algorithmic advances, leading to systems that have discovered many critical bugs and vulnerabilities in production software. Despite these…

密码学与安全 · 计算机科学 2022-05-31 Anastasios Andronidis , Cristian Cadar

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

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

In this paper, we introduce a comprehensive approach to bolstering the security, reliability, and comprehensibility of OpenAirInterface5G (OAI5G), an open-source software framework for the exploration, development, and testing of 5G…

软件工程 · 计算机科学 2023-09-25 Huan Wu , Brian Fang , Fei Xie

The rapid expansion of heterogeneous Internet of Things (IoT) environments has heightened security risks, as resource-constrained devices remain vulnerable to diverse cyberattacks. Federated Learning (FL) has emerged as a privacy-preserving…

网络与互联网体系结构 · 计算机科学 2026-02-16 Saadat Izadi , Mahmood Ahmadi

Fuzz testing to find semantic control vulnerabilities is an essential activity to evaluate the robustness of autonomous driving (AD) software. Whilst there is a preponderance of disparate fuzzing tools that target different parts of the…

密码学与安全 · 计算机科学 2025-04-16 Andrew Roberts , Lorenz Teply , Mert D. Pese , Olaf Maennel , Mohammad Hamad , Sebastian Steinhorst

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-level memory vulnerabilities severely threaten computing systems. However, hardware patching is inefficient or difficult postfabrication. We investigate the effectiveness of hardware fuzzing in detecting hardware memory…

密码学与安全 · 计算机科学 2024-10-31 Mohamadreza Rostami , Chen Chen , Rahul Kande , Huimin Li , Jeyavijayan Rajendran , Ahmad-Reza Sadeghi

Testing is essential to modern software engineering for building reliable software. Given the high costs of manually creating test cases, automated test case generation, particularly methods utilizing large language models, has become…

软件工程 · 计算机科学 2025-06-30 Yifeng He , Jicheng Wang , Yuyang Rong , Hao Chen

Fuzzing is a technique widely used in vulnerability detection. The process usually involves writing effective fuzz driver programs, which, when done manually, can be extremely labor intensive. Previous attempts at automation leave much to…

软件工程 · 计算机科学 2021-03-02 Mingrui Zhang , Jianzhong Liu , Fuchen Ma , Huafeng Zhang , Yu Jiang

Deep learning (DL) systems are increasingly applied to safety-critical domains such as autonomous driving cars. It is of significant importance to ensure the reliability and robustness of DL systems. Existing testing methodologies always…

软件工程 · 计算机科学 2018-08-29 Jianmin Guo , Yu Jiang , Yue Zhao , Quan Chen , Jiaguang Sun

This paper proposes a new fuzzy assessing procedure with application in management decision making. The proposed fuzzy approach build the membership functions for system characteristics of a standby repairable system. This method is used to…

人工智能 · 计算机科学 2017-07-07 Shoele Jamali , Mehrdad J. Bani

We propose a novel solid-state disk (SSD) architecture that utilizes a double-data-rate synchronous NAND flash interface for improving read and write performance. Unlike the conventional design, the data transfer rate in the proposed design…

硬件体系结构 · 计算机科学 2015-02-10 Eui-Young Chung , Chang-Il Son , Kwanhu Bang , Dong Kim , Soong-Mann Shin , Sungroh Yoon

Mutation testing can help minimize the delivery of faulty software. Therefore, it is a recommended practice for developing embedded software in safety-critical cyber-physical systems (CPS). However, state-of-the-art mutation testing…

软件工程 · 计算机科学 2025-07-04 Jaekwon Lee , Fabrizio Pastore , Lionel Briand

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

Traffic Steering (TS) dynamically allocates user traffic across cells to enhance Quality of Experience (QoE), load balance, and spectrum efficiency in 5G networks. However, TS algorithms remain vulnerable to adversarial conditions such as…

信号处理 · 电气工程与系统科学 2026-02-17 Seyed Bagher Hashemi Natanzi , Hossein Mohammadi , Bo Tang , Vuk Marojevic

The USB protocol has become ubiquitous, supporting devices from high-powered computing devices to small embedded devices and control systems. USB's greatest feature, its openness and expandability, is also its weakness, and attacks such as…

密码学与安全 · 计算机科学 2018-08-19 Grant Hernandez , Farhaan Fowze , Dave Tian , Tuba Yavuz , Kevin R. B. Butler

As processor designs grow more complex, verification remains bottlenecked by slow software simulation and low-quality random test stimuli. Recent research has applied software fuzzers to hardware verification, but these rely on semantically…

硬件体系结构 · 计算机科学 2026-03-05 Juncheng Huo , Yunfan Gao , Xinxin Liu , Sa Wang , Yungang Bao , Xitong Gao , Kan Shi