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Digital twin, which enables emulation, evaluation, and optimization of physical entities through synchronized digital replicas, has gained increasing attention as a promising technology for intricate wireless networks. For 6G, numerous…

Networking and Internet Architecture · Computer Science 2024-08-12 Zhenyu Tao , Wei Xu , Yongming Huang , Xiaoyun Wang , Xiaohu You

Ambient intelligence (AmI) is a computing paradigm in which physical environments are embedded with sensing, computation, and communication so they can perceive people and context, decide appropriate actions, and respond autonomously.…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-08-28 Muhammad Ahmed Mohsin , Junaid Ahmad , Muhammad Hamza Nawaz , Muhammad Ali Jamshed

The deployment of transformer-based models on resource-constrained edge devices represents a critical challenge in enabling real-time artificial intelligence applications. This comprehensive survey examines lightweight transformer…

Machine Learning · Computer Science 2026-01-08 Hema Hariharan Samson

As a key technology of enabling Artificial Intelligence (AI) applications in 5G era, Deep Neural Networks (DNNs) have quickly attracted widespread attention. However, it is challenging to run computation-intensive DNN-based tasks on mobile…

Networking and Internet Architecture · Computer Science 2019-10-14 En Li , Liekang Zeng , Zhi Zhou , Xu Chen

Edge Artificial Intelligence (Edge AI) embeds intelligence directly into devices at the network edge, enabling real-time processing with improved privacy and reduced latency by processing data close to its source. This review systematically…

Machine Learning · Computer Science 2025-10-03 Mohamad Abou Ali , Fadi Dornaika

The sixth generation (6G) network is expected to deploy larger multiple-input multiple-output (MIMO) arrays to support massive connectivity, which will increase overhead and latency at the physical layer. Meanwhile, emerging 6G demands such…

Information Theory · Computer Science 2026-02-26 Keke Ying , Zhen Gao , Tingting Yang , Jianhua Zhang , Xiang Cheng , Tony Q. S. Quek , H. Vincent Poor

An efficient topology management in future 6G networks is one of the fundamental challenges for a dynamic network creation based on location services, whereby each autonomous network entity, i.e., a sub-network, can be created for a…

Networking and Internet Architecture · Computer Science 2025-02-03 Zied Ennaceur , Mounir Bensalem , Admela Jukan , Claus Keuker , Huanzhuo Wu , Rastin Pries

The 3D continuum presents a complex environment that spans the terrestrial, aerial and space domains, with 6Gnetworks serving as a key enabling technology. Current AI approaches for network management rely on monolithic models that fail to…

Networking and Internet Architecture · Computer Science 2025-05-23 Milos Gravara , Andrija Stanisic , Stefan Nastic

The recent upsurge of diversified mobile applications, especially those supported by Artificial Intelligence (AI), is spurring heated discussions on the future evolution of wireless communications. While 5G is being deployed around the…

Networking and Internet Architecture · Computer Science 2024-10-30 Khaled B. Letaief , Wei Chen , Yuanming Shi , Jun Zhang , Ying-Jun Angela Zhang

Mobile edge cloud is emerging as a promising technology to the internet of things and cyber-physical system applications such as smart home and intelligent video surveillance. In a smart home, various sensors are deployed to monitor the…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-11-07 Sayed Chhattan Shah

Energy efficiency is shaping up to be one of the most challenging issues for 6G networks. The reason is fairly straightforward: Networks will need to meet extreme service demands while remaining sustainable and traditional optimization…

Networking and Internet Architecture · Computer Science 2025-11-21 Mariem Zayene , Oussama Habachi , Gerard Chalhoub

The concept of the Metaverse aims to bring a fully-fledged extended reality environment to provide next generation applications and services. Development of the Metaverse is backed by many technologies, including, 5G, artificial…

Networking and Internet Architecture · Computer Science 2023-01-10 Bartlomiej Siniarski , Chamitha De Alwis , Gokul Yenduri , Thien Huynh-The , GÜrkan GÜr , Thippa Reddy Gadekallu , Madhusanka Liyanage

The sixth-generation (6G) network will shift its focus to supporting everything including various machine-type devices (MTDs) in an everyone-centric manner. To ubiquitously cover the MTDs working in rural and disastrous areas, satellite…

Systems and Control · Electrical Eng. & Systems 2022-08-17 Yueshan Lin , Wei Feng , Ting Zhou , Yanmin Wang , Yunfei Chen , Ning Ge , Cheng-Xiang Wang

Generative Artificial Intelligence (AI) has shown tremendous prospects in all aspects of technology, including design. However, due to its heavy demand on resources, it is usually trained on large computing infrastructure and often made…

Artificial Intelligence · Computer Science 2024-02-27 Sai Krishna Revanth Vuruma , Ashley Margetts , Jianhai Su , Faez Ahmed , Biplav Srivastava

Edge intelligence refers to a set of connected systems and devices for data collection, caching, processing, and analysis in locations close to where data is captured based on artificial intelligence. The aim of edge intelligence is to…

Networking and Internet Architecture · Computer Science 2020-06-15 Dianlei Xu , Tong Li , Yong Li , Xiang Su , Sasu Tarkoma , Tao Jiang , Jon Crowcroft , Pan Hui

Edge intelligent applications like VR/AR and language model based chatbots have become widespread with the rapid expansion of IoT and mobile devices. However, constrained edge devices often cannot serve the increasingly large and complex…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-28 Zongshun Zhang , Ibrahim Matta

Modern mobile devices are equipped with high-performance hardware resources such as graphics processing units (GPUs), making the end-side intelligent services more feasible. Even recently, specialized silicons as neural engines are being…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-02-04 Amir Erfan Eshratifar , Amirhossein Esmaili , Massoud Pedram

With the increasing development of Internet of Things (IoT), the upcoming sixth-generation (6G) wireless network is required to support grant-free random access of a massive number of sporadic traffic devices. In particular, at the…

Information Theory · Computer Science 2020-12-29 Xiaodan Shao , Xiaoming Chen , Yiyang Qiang , Caijun Zhong , Zhaoyang Zhang

In this article, we first present our vision on the application scenarios, performance metrics, and potential key technologies of the sixth generation (6G) wireless communication networks. Then, 6G wireless channel measurements,…

Signal Processing · Electrical Eng. & Systems 2020-12-14 C. -X. Wang , J. Huang , H. Wang , X. Gao , X. -H. You , Y. Hao

Edge computing and artificial intelligence (AI), especially deep learning for nowadays, are gradually intersecting to build a novel system, called edge intelligence. However, the development of edge intelligence systems encounters some…

Machine Learning · Computer Science 2021-12-07 Di Liu , Hao Kong , Xiangzhong Luo , Weichen Liu , Ravi Subramaniam
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