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Modern vehicles, including autonomous vehicles and connected vehicles, are increasingly connected to the external world, which enables various functionalities and services. However, the improving connectivity also increases the attack…

密码学与安全 · 计算机科学 2022-08-16 Li Yang , Abdallah Shami

The widespread adoption of Internet of Things (IoT) devices has introduced significant cybersecurity challenges, particularly with the increasing frequency and sophistication of Distributed Denial of Service (DDoS) attacks. Traditional…

密码学与安全 · 计算机科学 2025-03-28 Satvik Verma , Qun Wang , E. Wes Bethel

The rapid expansion of the Internet of Things (IoT) has intensified cybersecurity challenges, particularly in mitigating Distributed Denial-of-Service (DDoS) attacks at the network edge. Traditional Intrusion Detection Systems (IDSs) face…

The integration of machine learning (ML) algorithms into Internet of Things (IoT) applications has introduced significant advantages alongside vulnerabilities to adversarial attacks, especially within IoT-based intrusion detection systems…

密码学与安全 · 计算机科学 2026-03-25 Islam Debicha , Tayeb Kenaza , Ishak Charfi , Salah Mosbah , Mehdi Sehaki , Jean-Michel Dricot

Graph Neural Network (GNN)-based network intrusion detection systems (NIDS) are often evaluated on single datasets, limiting their ability to generalize under distribution drift. Furthermore, their adversarial robustness is typically…

密码学与安全 · 计算机科学 2025-07-16 Zhonghao Zhan , Huichi Zhou , Hamed Haddadi

Intrusion detection is one of the important mechanisms that provide computer networks security. Due to an increase in attacks and growing dependence upon other fields such as medicine, commerce, and engineering, offering services over a…

机器学习 · 计算机科学 2022-06-14 Siamak Parhizkari , Mohammad Bagher Menhaj , Atena Sajedin

The rapid expansion of the Internet of Things (IoT) and Wireless Sensor Networks (WSNs) has significantly increased the attack surface of such systems, making them vulnerable to a wide range of cyber threats. Traditional Intrusion Detection…

密码学与安全 · 计算机科学 2025-09-05 Hamid Barati

Energy sampling-based interference detection and identification (IDI) methods collide with the limitations of commercial off-the-shelf (COTS) IoT hardware. Moreover, long sensing times, complexity and inability to track concurrent…

信号处理 · 电气工程与系统科学 2018-12-12 Simone Grimaldi , Aamir Mahmood , Mikael Gidlund

Radiation Detection Systems (RDSs) play a vital role in ensuring public safety across various settings, from nuclear facilities to medical environments. However, these systems are increasingly vulnerable to cyber-attacks such as data…

密码学与安全 · 计算机科学 2025-09-03 Einstein Rivas Pizarro , Wajiha Zaheer , Li Yang , Khalil El-Khatib , Glenn Harvel

A significant increase in the number of interconnected devices and data communication through wireless networks has given rise to various threats, risks and security concerns. Internet of Things (IoT) applications is deployed in almost…

密码学与安全 · 计算机科学 2021-11-03 Poornima Mahadevappa , Syeda Mariam Muzammal , Raja Kumar Murugesan

Machine Learning (ML)-based Network Intrusion Detection Systems (NIDSs) have proven to become a reliable intelligence tool to protect networks against cyberattacks. Network data features has a great impact on the performances of ML-based…

网络与互联网体系结构 · 计算机科学 2021-05-18 Mohanad Sarhan , Siamak Layeghy , Nour Moustafa , Marius Portmann

Intrusion detection systems (IDS) for the Internet of Things (IoT) systems can use AI-based models to ensure secure communications. IoT systems tend to have many connected devices producing massive amounts of data with high dimensionality,…

密码学与安全 · 计算机科学 2024-04-29 Ali Ghubaish , Zebo Yang , Aiman Erbad , Raj Jain

IoT devices have become popular targets for various network attacks due to their lack of industry-wide security standards. In this work, we focus on smart home IoT device identification and defending them against Distributed Denial of…

密码学与安全 · 计算机科学 2021-06-18 Holden Gordon , Christopher Batula , Bhagyashri Tushir , Behnam Dezfouli , Yuhong Liu

With massive data being generated daily and the ever-increasing interconnectivity of the world's Internet infrastructures, a machine learning based intrusion detection system (IDS) has become a vital component to protect our economic and…

密码学与安全 · 计算机科学 2021-08-20 Zachary Tauscher , Yushan Jiang , Kai Zhang , Jian Wang , Houbing Song

This paper presents a novel approach to intrusion detection by integrating traditional signature-based methods with the contextual understanding capabilities of the GPT-2 Large Language Model (LLM). As cyber threats become increasingly…

密码学与安全 · 计算机科学 2025-12-29 Mohammad F. Al-Hammouri , Yazan Otoum , Rasha Atwa , Amiya Nayak

Intrusion Detection Systems (IDS) have been the industry standard for securing IoT networks against known attacks. To increase the capability of an IDS, researchers proposed the concept of blockchain-based Collaborative-IDS (CIDS), wherein…

密码学与安全 · 计算机科学 2022-02-09 Guntur Dharma Putra , Volkan Dedeoglu , Abhinav Pathak , Salil S. Kanhere , Raja Jurdak

This letter presents an energy- and memory-efficient pattern-matching engine for a network intrusion detection system (NIDS) in the Internet of Things. Tightly coupled architecture and circuit co-designs are proposed to fully exploit the…

密码学与安全 · 计算机科学 2021-07-09 Dai Li , Kaiyuan Yang

In recent years, wireless sensor network becomes popular both in civil and military jobs. However, security is one of the significant challenges for sensor network because of their deployment in open and unprotected environment. As…

密码学与安全 · 计算机科学 2012-09-11 Mohammad Saiful Islam Mamun , A. F. M Sultanul Kabir , Md. Sakhawat Hossen , Md. Razib Hayat Khan

Traditional intrusion detection systems (IDSs) often rely on either network traffic or process data, but this single-source approach may miss complex attack patterns that span multiple layers within industrial control systems (ICSs) or…

密码学与安全 · 计算机科学 2024-10-28 Vegard Berge , Chunlei Li

Software Defined Networks (SDN) face many security challenges today. A great deal of research has been done within the field of Intrusion Detection Systems (IDS) in these networks. Yet, numerous approaches still rely on deep learning…

密码学与安全 · 计算机科学 2025-01-28 Rasoul Jafari Gohari , Laya Aliahmadipour , Marjan Kuchaki Rafsanjani