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Related papers: 6G Infrastructures for Edge AI: An Analytical Pers…

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6G's AI native vision of embedding advance intelligence in the network while bringing it closer to the user requires a systematic evaluation of Generative AI (GenAI) models on edge devices. Rapidly emerging solutions based on Open RAN…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-11-28 Zeinab Nezami , Maryam Hafeez , Karim Djemame , Syed Ali Raza Zaidi

The proliferation of the Internet of Things (IoT) and its cutting-edge AI-enabled applications (e.g., autonomous vehicles and smart industries) combine two paradigms: data-driven systems and their deployment on the edge. Usually, edge…

Machine Learning · Computer Science 2025-08-01 Ghazal Sobhani , Md. Monzurul Amin Ifath , Tushar Sharma , Israat Haque

Mobile communications have been undergoing a generational change every ten years. Whilst we are just beginning to roll out 5G networks, significant efforts are planned to standardize 6G that is expected to be commercially introduced by…

Networking and Internet Architecture · Computer Science 2022-10-10 Rainer Liebhart , Mansoor Shafi , Gajan Shivanandan , Devaki Chandramouli , Laurent Thiebaut

As we are moving towards the Internet of Things (IoT) era, the number of connected physical devices is increasing at a rapid pace. Mobile edge computing is emerging to handle the sheer volume of produced data and reach the latency demand of…

Cryptography and Security · Computer Science 2019-02-20 Jianbing Ni , Xiaodong Lin , Xuemin , Shen

Edge computing is an emerging concept based on distributing computing, storage, and control services closer to end network nodes. Edge computing lies at the heart of the fifth generation (5G) wireless systems and beyond. While current…

Networking and Internet Architecture · Computer Science 2019-05-15 Mohammed S. Elbamby , Cristina Perfecto , Chen-Feng Liu , Jihong Park , Sumudu Samarakoon , Xianfu Chen , Mehdi Bennis

With the rapid advancement of artificial intelligence, generative artificial intelligence (GAI) has taken a leading role in transforming data processing methods. However, the high computational demands of GAI present challenges for devices…

Networking and Internet Architecture · Computer Science 2024-12-18 Chuan Zhang , Xixi Zheng , Xiaolong Tao , Chenfei Hu , Weiting Zhang , Liehuang Zhu

Edge computing was introduced as a technical enabler for the demanding requirements of new network technologies like 5G. It aims to overcome challenges related to centralized cloud computing environments by distributing computational…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-03-29 Soeren Becker , Florian Schmidt , Anton Gulenko , Alexander Acker , Odej Kao

The 6G vision is envisaged to enable agile network expansion and rapid deployment of new on-demand microservices (e.g., visibility services for data traffic management, mobile edge computing services) closer to the network's edge IoT…

Information Theory · Computer Science 2021-10-05 Shah Zeb , Muhammad Ahmad Rathore , Aamir Mahmood , Syed Ali Hassan , JongWon Kim , Mikael Gidlund

Wireless networks, in the fifth-generation and beyond, must support diverse network applications which will support the numerous and demanding connections of today's and tomorrow's devices. Requirements such as high data rates, low…

Networking and Internet Architecture · Computer Science 2022-05-31 Ali Chouman , Dimitrios Michael Manias , Abdallah Shami

The cellular network standard is gradually stepping towards the 6th Generation (6G). In 6G, the pioneering and exclusive features, such as creating connectivity even in space and under water, are attracting Governments, organizations and…

Networking and Internet Architecture · Computer Science 2022-01-19 Purbita Mitra , Rouprita Bhattacharjee , Twinkle Chatterjee , Soumalya De , Raja Karmakar , Arindam Ghosh , Tinku Adhikari

During the development of the Sixth Generation (6G) networks, the integration of Artificial Intelligence (AI) into network systems has become a focal point, leading to the concept of AI-native networks. High quality data is essential for…

Networking and Internet Architecture · Computer Science 2025-09-03 He Shiwen , Dong Haolei , Wang Liangpeng , An Zhenyu

A large number of papers are now appearing on sixth-generation (6G) wireless systems, covering different aspects, ranging from vision, architecture, applications, and technology breakthroughs. With cellular systems in mind, this paper…

Information Theory · Computer Science 2021-11-18 Harsh Tataria , Mansoor Shafi , Mischa Dohler , Shu Sun

An increasing amount of data is being injected into the network from IoT (Internet of Things) applications. Many of these applications, developed to improve society's quality of life, are latency-critical and inject large amounts of data…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-13 Patricia Arroba , Rajkumar Buyya , Román Cárdenas , José L. Risco-Martín , José M. Moya

The advent of 6G networks will present a pivotal juncture in the evolution of telecommunications, marked by the proliferation of devices, dynamic service requests, and the integration of edge and cloud computing. In response to these…

Networking and Internet Architecture · Computer Science 2024-08-09 Mohammad Farhoudi , Masoud Shokrnezhad , Tarik Taleb , Richard Li , JaeSeung Song

The ongoing deployment of 5G cellular systems is continuously exposing the inherent limitations of this system, compared to its original premise as an enabler for Internet of Everything applications. These 5G drawbacks are currently…

Information Theory · Computer Science 2019-07-23 Walid Saad , Mehdi Bennis , Mingzhe Chen

Fifth-generation (5G) cellular networks promise higher data rates, lower latency, and large numbers of interconnected devices. Thereby, 5G will provide important steps towards unlocking the full potential of the Internet of Things (IoT). In…

Signal Processing · Electrical Eng. & Systems 2021-07-30 Nicolai Spicher , Arne Klingenberg , Valentin Purrucker , Thomas M. Deserno

Driven by the emergence of new compute-intensive applications and the vision of the Internet of Things (IoT), it is foreseen that the emerging 5G network will face an unprecedented increase in traffic volume and computation demands.…

Networking and Internet Architecture · Computer Science 2020-01-03 Quoc-Viet Pham , Fang Fang , Vu Nguyen Ha , Md. Jalil Piran , Mai Le , Long Bao Le , Won-Joo Hwang , Zhiguo Ding

Along with the rapid developments in communication technologies and the surge in the use of mobile devices, a brand-new computation paradigm, Edge Computing, is surging in popularity. Meanwhile, Artificial Intelligence (AI) applications are…

Networking and Internet Architecture · Computer Science 2020-05-20 Shuiguang Deng , Hailiang Zhao , Weijia Fang , Jianwei Yin , Schahram Dustdar , Albert Y. Zomaya

Whilst the fifth-generation (5G) systems are being rolled out across the globe, researchers have turned their attention to the exploration of radical next-generation solutions. At this early evolutionary stage we survey five main research…

Networking and Internet Architecture · Computer Science 2023-03-30 Li-Hsiang Shen , Kai-Ten Feng , Lajos Hanzo

Edge Artificial Intelligence (AI) incorporates a network of interconnected systems and devices that receive, cache, process, and analyze data in close communication with the location where the data is captured with AI technology. Recent…

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