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With the development of the Internet of Vehicles (IoV), vehicle wireless communication poses serious cybersecurity challenges. Faulty information, such as fake vehicle positions and speeds sent by surrounding vehicles, could cause vehicle…

Cryptography and Security · Computer Science 2023-11-03 Zhe Wang , Tingkai Yan

Federated learning is a learning method for training models over multiple participants without directly sharing their raw data, and it has been expected to be a privacy protection method for training data. In contrast, attack methods have…

Cryptography and Security · Computer Science 2023-08-02 Rei Aso , Sayaka Shiota , Hitoshi Kiya

The progress and integration of intelligent transport systems (ITS) have therefore been central to creating safer and more efficient transport networks. The Internet of Vehicles (IoV) has the potential to improve road safety and provide…

Signal Processing · Electrical Eng. & Systems 2025-01-28 Mohamed Ababsa , Soheyb Ribouh , Abdelhamid Malki , Lyes Khoukhi

The rapid development of the Internet and smart devices trigger surge in network traffic making its infrastructure more complex and heterogeneous. The predominated usage of mobile phones, wearable devices and autonomous vehicles are…

The current amount of IoT devices and their limitations has come to serve as a motivation for malicious entities to take advantage of such devices and use them for their own gain. To protect against cyberattacks in IoT devices, Machine…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-07-03 Vitalina Holubenko , Paulo Silva , Carlos Bento

The emergence of 6G-enabled Internet of Vehicles (IoV) promises to revolutionize mobility and connectivity, integrating vehicles into a mobile Internet of Things (IoT)-oriented wireless sensor network (WSN). Meanwhile, 5G technologies and…

Networking and Internet Architecture · Computer Science 2025-02-27 Marco Fabris , Riccardo Ceccato , Andrea Zanella

As the 5G communication networks are being widely deployed worldwide, both industry and academia have started to move beyond 5G and explore 6G communications. It is generally believed that 6G will be established on ubiquitous Artificial…

Networking and Internet Architecture · Computer Science 2020-10-05 Yi Liu , Xingliang Yuan , Zehui Xiong , Jiawen Kang , Xiaofei Wang , Dusit Niyato

Security measures are essential in the automotive industry to detect intrusions in-vehicle networks. However, developing a one-size-fits-all Intrusion Detection System (IDS) is challenging because each vehicle has unique data profiles. This…

Cryptography and Security · Computer Science 2025-10-08 Md Rezanur Islam , Mahdi Sahlabadi , Keunkyoung Kim , Kangbin Yim

The Internet of Vehicles (IoV) has great potential to transform transportation systems by enhancing road safety, reducing traffic congestion, and improving user experience through onboard infotainment applications. Decentralized data…

Cryptography and Security · Computer Science 2024-04-01 Jiani Fan , Minrui Xu , Jiale Guo , Lwin Khin Shar , Jiawen Kang , Dusit Niyato , Kwok-Yan Lam

Sixth Generation (6G)-enabled Internet of Vehicles (IoV) facilitates efficient data synchronization through ultra-fast bandwidth and high-density connectivity, enabling the emergence of Vehicle Twins (VTs). As highly accurate replicas of…

Networking and Internet Architecture · Computer Science 2026-03-03 Peng Yin , Wentao Liang , Jinbo Wen , Jiawen Kang , Junlong Chen , Dusit Niyato

Intrusion detection systems (IDSs) play an important role in identifying malicious attacks and threats in networking systems. As fundamental tools of IDSs, learning based classification methods have been widely employed. When it comes to…

Cryptography and Security · Computer Science 2019-01-29 He Zhang , Xingrui Yu , Peng Ren , Chunbo Luo , Geyong Min

The digital transformation faces tremendous security challenges. In particular, the growing number of cyber-attacks targeting Internet of Things (IoT) systems restates the need for a reliable detection of malicious network activity. This…

Cryptography and Security · Computer Science 2022-06-02 João Vitorino , Rui Andrade , Isabel Praça , Orlando Sousa , Eva Maia

Large-scale Internet of Vehicles (IoV) deployments increasingly demand the on-device adaptation of foundation models to support diverse, mission-critical perception tasks. While federated fine-tuning offers a promising solution for…

Machine Learning · Computer Science 2026-05-05 Bokeng Zheng , Jianqiang Zhong , Jiayi Liu , Lei Xue , Xu Chen , Xiaoxi Zhang

The evolution of cybersecurity is undoubtedly associated and intertwined with the development and improvement of artificial intelligence (AI). As a key tool for realizing more cybersecure ecosystems, Intrusion Detection Systems (IDSs) have…

The Internet of Vehicles (IoV) has become an essential component of smart transportation systems, enabling seamless interaction among vehicles and infrastructure. In recent years, it has played a progressively significant role in enhancing…

Cryptography and Security · Computer Science 2026-03-30 Rakib Hossain Sajib , Md. Rokon Mia , Prodip Kumar Sarker , Abdullah Al Noman , Md Arifur Rahman

As the Internet of Things (IoT) continues to expand, ensuring the security of connected devices has become increasingly critical. Traditional Intrusion Detection Systems (IDS) often fall short in managing the dynamic and large-scale nature…

Cryptography and Security · Computer Science 2025-04-11 Saeid Jamshidi , Amin Nikanjam , Nafi Kawser Wazed , Foutse Khomh

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…

Cryptography and Security · Computer Science 2021-08-20 Zachary Tauscher , Yushan Jiang , Kai Zhang , Jian Wang , Houbing Song

Autonomous and connected vehicles are rapidly evolving, integrating numerous technologies and software. This progress, however, has made them appealing targets for cybersecurity attacks. As the risk of cyber threats escalates with this…

Cryptography and Security · Computer Science 2024-09-13 Mohammad Hamad , Andreas Finkenzeller , Michael Kühr , Andrew Roberts , Olaf Maennel , Vassilis Prevelakis , Sebastian Steinhorst

The automation and connectivity of CAV inherit most of the cyber-physical vulnerabilities of incumbent technologies such as evolving network architectures, wireless communications, and AI-based automation. This book chapter entails the…

Cryptography and Security · Computer Science 2021-09-23 Manoj Basnet , Mohd. Hasan Ali

The rapid proliferation of the Internet of Things (IoT) has ushered in transformative connectivity between physical devices and the digital realm. Nonetheless, the escalating threat of Distributed Denial of Service (DDoS) attacks…

Cryptography and Security · Computer Science 2024-03-19 Ghazaleh Shirvani , Saeid Ghasemshirazi , Mohammad Ali Alipour