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Embedded distributed inference of Neural Networks has emerged as a promising approach for deploying machine-learning models on resource-constrained devices in an efficient and scalable manner. The inference task is distributed across a…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-07 Federico Nicolás Peccia , Oliver Bringmann

The rapid development and integration of intelligent technologies in the Internet of Vehicles (IoV) have revolutionized transportation systems by enhancing connectivity, automation, and safety. However, the complexity and connectivity of…

Cryptography and Security · Computer Science 2026-04-14 Awais Bilal , Kashif Sharif , Liehuang Zhu , Chang Xu , Fan Li , Sadaf Bukhari , Sujit Biswas

Edge Computing emerges as a promising alternative of Cloud Computing, with scalable compute resources and services deployed in the path between IoT devices and Cloud. Since virtualization techniques can be applied on Edge compute nodes,…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-13 Joanna Georgiou , Moysis Symeonides , George Pallis , Marios D. Dikaiakos

The design of embedded safety-critical systems such as those used in next-generation automotive and autonomous platforms, is increasingly challenged by escalating system complexity, hardware-software heterogeneity, and the integration of…

Artificial Intelligence · Computer Science 2026-05-04 Behnaz Ranjbar , Kirankumar Raveendiran , Sudeep Pasricha , Samarjit Chakraborty , Cecilia Carbonelli , Akash Kumar

This paper aims to serve as a comprehensive guide for researchers and practitioners, offering insights into the current state, potential applications, and future research directions for generative artificial intelligence and foundation…

Artificial Intelligence · Computer Science 2023-05-30 Lukas Stappen , Jeremy Dillmann , Serena Striegel , Hans-Jörg Vögel , Nicolas Flores-Herr , Björn W. Schuller

Automated vehicles present unique opportunities and challenges, with progress and adoption limited, in part, by policy and regulatory barriers. Underrepresented groups, including individuals with mobility impairments, sensory disabilities,…

Computers and Society · Computer Science 2026-01-07 Savvy Barnes , Maricarmen Davis , Josh Siegel

This paper examines how decentralized energy systems can be enhanced using collaborative Edge Artificial Intelligence. Decentralized grids use local renewable sources to reduce transmission losses and improve energy security. Edge AI…

Emerging Technologies · Computer Science 2025-05-13 Eddie de Paula , Niel Bunda , Hezerul Abdul Karim , Nouar AlDahoul , Myles Joshua Toledo Tan

Automated driving has the potential to revolutionize personal, public, and freight mobility. Beside accurately perceiving the environment, automated vehicles must plan a safe, comfortable, and efficient motion trajectory. To promote safety…

Robotics · Computer Science 2024-09-12 Steffen Hagedorn , Marcel Hallgarten , Martin Stoll , Alexandru Condurache

The rise of Artificial Intelligence (AI) has revolutionized numerous industries and transformed the way society operates. Its widespread use has led to the distribution of AI and its underlying data across many intelligent systems. In this…

Cryptography and Security · Computer Science 2024-02-14 Yasas Supeksala , Dinh C. Nguyen , Ming Ding , Thilina Ranbaduge , Calson Chua , Jun Zhang , Jun Li , H. Vincent Poor

Edge computing is an emerging paradigm to enable low-latency applications, like mobile augmented reality, because it takes the computation on processing devices that are closer to the users. On the other hand, the need for highly scalable…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-09-21 Claudio Cicconetti , Marco Conti , Andrea Passarella

Due to its nature of dynamic, mobility, and wireless data transfer, the Internet of Vehicles (IoV) is prone to various cyber threats, ranging from spoofing and Distributed Denial of Services (DDoS) attacks to malware. To safeguard the IoV…

Cryptography and Security · Computer Science 2025-08-07 Md Ashraf Uddin , Nam H. Chu , Reza Rafeh , Mutaz Barika

Vehicular social networking is an emerging application of the promising Internet of Vehicles (IoV) which aims to achieve the seamless integration of vehicular networks and social networks. However, the unique characteristics of vehicular…

Networking and Internet Architecture · Computer Science 2024-10-28 Nyothiri Aung , Sahraoui Dhelim , Liming Chen , Wenyin Zhang , Abderrahmane Lakas , Huansheng Ning

Cooperative autonomous driving plays a pivotal role in improving road capacity and safety within intelligent transportation systems, particularly through the deployment of autonomous vehicles on urban streets. By enabling vehicle-to-vehicle…

Robotics · Computer Science 2023-12-13 Ahmed Abdelrahman , Omar M. Shehata , Yarah Basyoni , Elsayed I. Morgan

Advancements in smart vehicle design have enabled the creation of Internet of Vehicle (IoV) technologies that can utilize the information provided by various sensors and wireless communication to perform complex functionality. Many of these…

Networking and Internet Architecture · Computer Science 2022-04-22 Afonso Fontes , Igor de L. Ribeiro , Khan Muhammad , Amir H. Gandomi , Gregory Gay , Victor Hugo C. de Albuquerque

Autonomous driving technology pledges safety, convenience, and energy efficiency. Challenges include the unknown intentions of other road users: communication between vehicles and with the road infrastructure is a possible approach to…

Systems and Control · Computer Science 2018-04-12 Jacopo Guanetti , Yeojun Kim , Francesco Borrelli

Modern vehicles, including connected vehicles and autonomous vehicles, nowadays involve many electronic control units connected through intra-vehicle networks to implement various functionalities and perform actions. Modern vehicles are…

Cryptography and Security · Computer Science 2021-05-28 Li Yang , Abdallah Moubayed , Abdallah Shami

This letter proposes an edge learning-based offloading framework for autonomous driving, where the deep learning tasks can be offloaded to the edge server to improve the inference accuracy while meeting the latency constraint. Since the…

Machine Learning · Computer Science 2020-06-30 Bo Yang , Xuelin Cao , Xiangfang Li , Chau Yuen , Lijun Qian

Expected to provide higher transportation efficiency and security, autonomous driving has attracted substantial attentions from both industry and academia. Meanwhile, the emergence of edge intelligence has further introduced significant…

Signal Processing · Electrical Eng. & Systems 2024-09-25 Yunqi Feng , Hesheng Shen , Zhendong Shan , Qianqian Yang , Xiufang Shi

Due to the pervasive diffusion of personal mobile and IoT devices, many ``smart environments'' (e.g., smart cities and smart factories) will be, among others, generators of huge amounts of data. Currently, this is typically achieved through…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-09-28 Lorenzo Valerio , Andrea Passarella , Marco Conti

The rapid urbanization growth has underscored the need for innovative solutions to enhance transportation efficiency and safety. Intelligent Transportation Systems (ITS) have emerged as a promising solution in this context. However,…

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