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

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Edge computing has emerged as a popular paradigm for supporting mobile and IoT applications with low latency or high bandwidth needs. The attractiveness of edge computing has been further enhanced due to the recent availability of…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-03-30 Qianlin Liang , Prashant Shenoy , David Irwin

6G-enabled edge intelligence opens up a new era of Internet of Everything and makes it possible to interconnect people-devices-cloud anytime, anywhere. More and more next-generation wireless network smart service applications are changing…

Networking and Internet Architecture · Computer Science 2022-04-14 Luyi Chang , Zhe Zhang , Pei Li , Shan Xi , Wei Guo , Yukang Shen , Zehui Xiong , Jiawen Kang , Dusit Niyato , Xiuquan Qiao , Yi Wu

Mobile communications have been undergoing a generational change every ten years or so. However, the time difference between the so-called "G's" is also decreasing. While fifth-generation (5G) systems are becoming a commercial reality,…

Signal Processing · Electrical Eng. & Systems 2021-03-19 Harsh Tataria , Mansoor Shafi , Andreas F. Molisch , Mischa Dohler , Henrik Sjöland , Fredrik Tufvesson

Edge perception has emerged as a foundational capability for future wireless networks, enabling the network edge to proactively sense, interpret, and interact with the physical environment in a task-oriented and resource-aware manner. This…

Cellular networks, such as 5G systems, are becoming increasingly complex for supporting various deployment scenarios and applications. Embracing artificial intelligence (AI) in 5G evolution is critical to managing the complexity and fueling…

Networking and Internet Architecture · Computer Science 2021-11-23 Xingqin Lin , Mingzhe Chen , Henrik Rydén , Jaeseong Jeong , Heunchul Lee , Mårten Sundberg , Roy Timo , Hazhir S. Razaghi , H. Vincent Poor

This decade has witnessed the initiation of the digital revolution, as anticipated with the advent of 5G networks. Looking ahead to the 6G communication era, considerations are being made regarding how individuals will engage with the…

Networking and Internet Architecture · Computer Science 2024-04-16 Navneet Kaur , Naresh Kshetri , Purnendu Shekhar Pandey

With the global roll-out of the fifth generation (5G) networks, it is necessary to look beyond 5G and envision the 6G networks. The 6G networks are expected to have space-air-ground integrated networks, advanced network virtualization, and…

Networking and Internet Architecture · Computer Science 2021-11-08 Wen Wu , Conghao Zhou , Mushu Li , Huaqing Wu , Haibo Zhou , Ning Zhang , Xuemin , Shen , Weihua Zhuang

Massive multiple-input multiple-output antenna systems, millimeter wave communications, and ultra-dense networks have been widely perceived as the three key enablers that facilitate the development and deployment of 5G systems. This article…

Signal Processing · Electrical Eng. & Systems 2018-12-27 Miao Yao , Munawwar Sohul , Vuk Marojevic , Jeffrey H. Reed

Emerging use-cases like smart manufacturing and smart cities pose challenges in terms of latency, which cannot be satisfied by traditional centralized networks. Edge networks, which bring computational capacity closer to the users/clients,…

Networking and Internet Architecture · Computer Science 2022-05-09 Ian Marsh , Wolfgang John , Ali Balador , Federico Tonini , Jalil Taghia , Andreas Johnsson , Paolo Monti , Jonas Gustafsson , Pontus Sköldström , Johan Sjöberg , Jim Dowling

Reliable data connectivity is vital for the ever increasingly intelligent, automated and ubiquitous digital world. Mobile networks are the data highways and, in a fully connected, intelligent digital world, will need to connect everything,…

Networking and Internet Architecture · Computer Science 2020-02-05 Marco Giordani , Michele Polese , Marco Mezzavilla , Sundeep Rangan , Michele Zorzi

Large artificial intelligence models (LAMs) possess human-like abilities to solve a wide range of real-world problems, exemplifying the potential of experts in various domains and modalities. By leveraging the communication and computation…

Networking and Internet Architecture · Computer Science 2025-05-02 Zixin Wang , Yuanming Shi , Yong Zhou , Jingyang Zhu , Khaled. B. Letaief

The mobile communication system has transformed to be the fundamental infrastructure to support digital demands from all industry sectors, and 6G is envisioned to go far beyond the communication-only purpose. There is coming to a consensus…

Networking and Internet Architecture · Computer Science 2021-03-05 Jianjun Wu , Rongpeng Li , Xueli An , Chenghui Peng , Zhe Liu , Jon Crowcroft , Honggang Zhang

At the dawn of 5G, we take a leap forward and present an original vision of wireless communication beyond its horizon towards 6G: a paradigm-shifting perspective of wireless networks on the cusp of an AI revolution.

Networking and Internet Architecture · Computer Science 2019-04-09 Razvan-Andrei Stoica , Giuseppe Thadeu Freitas de Abreu

6G networks envision a pervasive service infrastructure spanning from centralized cloud to distributed edge and highly dynamic extreme-edge domains. This vision introduces significant challenges in orchestrating services over heterogeneous,…

Networking and Internet Architecture · Computer Science 2025-12-16 Manuel A. Jimenez , Sarang Kahvazadeh , Ignacio Labrador , Josep Mangues-Bafalluy

Fifth Generation (5G) mobile networks mark a significant shift from previous generations of networks. By introducing a flexible design, 5G networks support highly diverse application requirements. Currently, the landscape of previous…

Networking and Internet Architecture · Computer Science 2023-10-18 Rostand A. K. Fezeu , Jason Carpenter , Claudio Fiandrino , Eman Ramadan , Wei Ye , Joerg Widmer , Feng Qian , Zhi-Li Zhang

The fifth-generation (5G) mobile communication technologies are on the way to be adopted as the next standard for mobile networking. It is therefore timely to analyze the impact of 5G on the landscape of computing, in particular, data…

Networking and Internet Architecture · Computer Science 2019-09-24 Beng Chin Ooi , Gang Chen , Dumitrel Loghin , Wei Wang , Meihui Zhang

Artificial intelligence (AI) has achieved remarkable breakthroughs in a wide range of fields, ranging from speech processing, image classification to drug discovery. This is driven by the explosive growth of data, advances in machine…

Information Theory · Computer Science 2024-10-30 Yuanming Shi , Kai Yang , Tao Jiang , Jun Zhang , Khaled B. Letaief

Centralized cloud computing with 100+ milliseconds network latencies cannot meet the tens of milliseconds to sub-millisecond response times required for emerging 5G applications like autonomous driving, smart manufacturing, tactile…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-09-06 Kunal Rao , Giuseppe Coviello , Wang-Pin Hsiung , Srimat Chakradhar

Generative AI (GenAI) services powered by large language models (LLMs) increasingly deliver real-time interactions, yet existing 5G multi-access edge computing (MEC) architectures often treat communication and computing as separate domains,…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-04-24 Chien-Sheng Yang , Yu-Jen Ku , Yuan-Yao Lou , Nathan Tenny , Alex C. -C. Hsu

The rapid deployment of Internet of Things (IoT) applications leads to massive data that need to be processed. These IoT applications have specific communication requirements on latency and bandwidth, and present new features on their…

Networking and Internet Architecture · Computer Science 2021-04-27 Di Wu , Xiaofeng Xie , Xiang Ni , Bin Fu , Hanhui Deng , Haibo Zeng , Zhijin Qin