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Through the generalization of deep learning, the research community has addressed critical challenges in the network security domain, like malware identification and anomaly detection. However, they have yet to discuss deploying them on…

密码学与安全 · 计算机科学 2023-01-10 Arshiya Khan , Chase Cotton

With wearable devices such as smartwatches on the rise in the consumer electronics market, securing these wearables is vital. However, the current security mechanisms only focus on validating the user not the device itself. Indeed,…

密码学与安全 · 计算机科学 2025-04-15 Hidayet Aksu , A. Selcuk Uluagac , Elizabeth S. Bentley

In the rapidly evolving landscape of cyber threats targeting the Internet of Things (IoT) ecosystem, and in light of the surge in botnet-driven Distributed Denial of Service (DDoS) and brute force attacks, this study focuses on the early…

密码学与安全 · 计算机科学 2024-07-23 Abdelaziz Amara korba , Aleddine Diaf , Yacine Ghamri-Doudane

Machine learning (ML) based malicious traffic detection is an emerging security paradigm, particularly for zero-day attack detection, which is complementary to existing rule based detection. However, the existing ML based detection has low…

密码学与安全 · 计算机科学 2021-09-17 Chuanpu Fu , Qi Li , Meng Shen , Ke Xu

IoT devices are known to be vulnerable to various cyber-attacks, such as data exfiltration and the execution of flooding attacks as part of a DDoS attack. When it comes to detecting such attacks using network traffic analysis, it has been…

密码学与安全 · 计算机科学 2023-03-03 Yair Meidan , Daniel Benatar , Ron Bitton , Dan Avraham , Asaf Shabtai

Internet of Things (IoT) networks have become an increasingly attractive target of cyberattacks. Powerful Machine Learning (ML) models have recently been adopted to implement network intrusion detection systems to protect IoT networks. For…

密码学与安全 · 计算机科学 2022-11-24 Mohanad Sarhan , Siamak Layeghy , Marius Portmann

Artificial Intelligence (AI) development has encouraged many new research areas, including AI-enabled Internet of Things (IoT) network. AI analytics and intelligent paradigms greatly improve learning efficiency and accuracy. Applying these…

密码学与安全 · 计算机科学 2021-12-24 Sandhya Aneja , Melanie Ang Xuan En , Nagender Aneja

The rapid expansion of internet of things (IoT) devices has created a pervasive ecosystem where encrypted wireless communications serve as the primary privacy and security protection mechanism. While encryption effectively protects message…

密码学与安全 · 计算机科学 2026-04-17 Nazmul Islam , Mohammad Zulkernine

Wireless Sensor Networks (WSNs) have recently attracted greater attention worldwide due to their practicality in monitoring, communicating, and reporting specific physical phenomena. The data collected by WSNs is often inaccurate as a…

网络与互联网体系结构 · 计算机科学 2021-07-22 Mahmood Safaei , Maha Driss , Wadii Boulila , Elankovan A Sundararajan , Mitra Safaei

The rapid expansion of the Internet of Things (IoT) in domains such as smart cities, transportation, and industrial systems has heightened the urgency of addressing their security vulnerabilities. IoT devices often operate under limited…

机器学习 · 计算机科学 2026-01-27 Jake Lyon , Ehsan Saeedizade , Shamik Sengupta

The rapid evolution of cyberattacks continues to drive the emergence of unknown (zero-day) threats, posing significant challenges for network intrusion detection systems in Internet of Things (IoT) networks. Existing machine learning and…

密码学与安全 · 计算机科学 2026-02-13 Shan Ali , Feifei Niu , Paria Shirani , Lionel C. Briand

Advanced fifth generation (5G) and beyond (B5G) communication networks have revolutionized wireless technologies, supporting ultra-high data rates, low latency, and massive connectivity. However, they also introduce vulnerabilities,…

网络与互联网体系结构 · 计算机科学 2025-05-14 Maria-Lamprini A. Bartsioka , Ioannis A. Bartsiokas , Panagiotis K. Gkonis , Dimitra I. Kaklamani , Iakovos S. Venieris

IoT networks are increasingly becoming target of sophisticated new cyber-attacks. Anomaly-based detection methods are promising in finding new attacks, but there are certain practical challenges like false-positive alarms, hard to explain,…

密码学与安全 · 计算机科学 2023-04-12 Ayyoob Hamza , Hassan Habibi Gharakheili , Theophilus A. Benson , Gustavo Batista , Vijay Sivaraman

With the rapid expansion of Internet of Things (IoT) networks, detecting malicious traffic in real-time has become a critical cybersecurity challenge. This research addresses the detection challenges by presenting a comprehensive empirical…

机器学习 · 计算机科学 2025-06-11 Jiaqi Chen , Rongbin Ye

Internet of Things (IoT) systems continuously collect heterogeneous sensing signals from ubiquitous sensors to support intelligent applications such as human activity analysis, emotion monitoring, and environmental perception. These signals…

The preponderance of connected devices provides unprecedented opportunities for fine-grained monitoring of the public infrastructure. However while classical models expect high quality application-specific data streams, the promise of the…

机器学习 · 计算机科学 2019-03-06 Baoyang Song , Hasan Poonawala , Laura Wynter , Sebastien Blandin

Reaping the benefits of the Internet of things (IoT) system is contingent upon developing IoT-specific security solutions. Conventional security and authentication solutions often fail to meet IoT security requirements due to the…

密码学与安全 · 计算机科学 2018-05-04 Yaman Sharaf Dabbagh , Walid Saad

Given the exponential expansion of the internet, the possibilities of security attacks and cybercrimes have increased accordingly. However, poorly implemented security mechanisms in the Internet of Things (IoT) devices make them susceptible…

With an increasing number of Internet of Things (IoT) devices present in homes, there is a rise in the number of potential information leakage channels and their associated security threats and privacy risks. Despite a long history of…

密码学与安全 · 计算机科学 2024-01-26 Vadim Safronov , Anna Maria Mandalari , Daniel J. Dubois , David Choffnes , Hamed Haddadi

Address Resolution Protocol (ARP) spoofing attacks severely threaten Internet of Things (IoT) networks by allowing attackers to intercept, modify, or block communications. Traditional detection methods are insufficient due to high false…

密码学与安全 · 计算机科学 2025-06-24 Taimoor Ahmad , Anas Ali