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

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The very DNA of AI architecture presents conflicting paths: centralized cloud-based models (Software-as-a-Service) versus decentralized edge AI (local processing on consumer devices). This paper analyzes the competitive battleground across…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-17 Rhea Pritham Marpu , Kevin J McNamara , Preeti Gupta

As a complement to conventional AI solutions, emergent intelligence (EI) exhibits competitiveness in 6G IIoT scenario for its various outstanding features including robustness, protection to privacy, and scalability. However, despite the…

Multiagent Systems · Computer Science 2022-11-07 Siyu Yuan , Bin Han , Dennis Krummacker , Hans D. Schotten

5G is being designed as a common platform where multiple vertical applications will be able to co-exist and grow in a seamless manner. The diversity of the vertical requirements as well as the particular features of the 5G network itself,…

Signal Processing · Electrical Eng. & Systems 2020-02-19 Orestes Manzanilla-Salazar , Victor Boutin , Hakim Mellah , Constant Wetté , Brunilde Sansò

New network architectures, such as the Internet of Things (IoT), 5G, and next-generation (NextG) cellular systems, put forward emerging challenges to the design of future wireless networks toward ultra-high data rate, massive data…

Networking and Internet Architecture · Computer Science 2023-06-13 Jiahao Xue , Zhe Qu , Shangqing Zhao , Yao Liu , Zhuo Lu

The surging development of Artificial Intelligence-Generated Content (AIGC) marks a transformative era of the content creation and production. Edge servers promise attractive benefits, e.g., reduced service delay and backhaul traffic load,…

Machine Learning · Computer Science 2024-09-10 Yuxin Liang , Peng Yang , Yuanyuan He , Feng Lyu

6G will be characterized by extreme use cases, not only for communication, but also for localization, and sensing. The use cases can be directly mapped to requirements in terms of standard key performance indicators (KPIs), such as data…

Adept network management is key for supporting extremely heterogeneous applications with stringent quality of service (QoS) requirements; this is more so when envisioning the complex and ultra-dense 6G mobile heterogeneous network (HetNet).…

Networking and Internet Architecture · Computer Science 2022-07-04 Mohammad Arif Hossain , Abdullah Ridwan Hossain , Nirwan Ansari

Current network access infrastructures are characterized by heterogeneity, low latency, high throughput, and high computational capability, enabling massive concurrent connections and various services. Unfortunately, this design does not…

Networking and Internet Architecture · Computer Science 2021-03-02 Nhu-Ngoc Dao , Quoc-Viet Pham , Ngo Hoang Tu , Tran Thien Thanh , Vo Nguyen Quoc Bao , Demeke Shumeye Lakew , Sungrae Cho

The sixth-generation (6G) network is envisioned to shift its focus from the service requirements of human beings' to those of Internet-of-Things (IoT) devices'. Satellite communications are indispensable in 6G to support IoT devices…

Networking and Internet Architecture · Computer Science 2023-08-30 Yueshan Lin , Wei Feng , Yanmin Wang , Yunfei Chen , Yongxu Zhu , Ximu Zhang , Ning Ge

Edge artificial intelligence (AI) will be a central part of 6G, with powerful edge servers supporting devices in performing machine learning (ML) inference. However, it is challenging to deliver the latency and accuracy guarantees required…

Information Theory · Computer Science 2025-06-16 Anders E. Kalør , Tomoaki Ohtsuki

While fifth-generation (5G) communications are being rolled out around the world, sixth-generation (6G) communications have attracted much attention from both the industry and academia. Compared with 5G, 6G will have a wider frequency band,…

Signal Processing · Electrical Eng. & Systems 2020-12-24 Yang Zhao , Jun Zhao , Wenchao Zhai , Sumei Sun , Dusit Niyato , Kwok-Yan Lam

The 5G system has finally begun commercialization, and now is the time to start discussing the road map for the 6G system. While the 5G system was designed with a focus on discovering new service types for high speed, low-latency, and…

Networking and Internet Architecture · Computer Science 2021-07-08 Hyunsoo Kim , Taehyung Kim , Hyejin Kim , Insik Jung , Hakkeon Lee , Hyunmin Seo , Daesik Hong

The increasing reliance on AI-driven 5G/6G network infrastructures for mission-critical services highlights the need for reliability and resilience against sophisticated cyber-physical threats. These networks are highly exposed to novel…

By all measures, wireless networking has seen explosive growth over the past decade. Fourth Generation Long Term Evolution (4G LTE) cellular technology has increased the bandwidth available for smartphones, in essence, delivering broadband…

Computers and Society · Computer Science 2021-01-06 Elisa Bertino , Daniel Bliss , Daniel Lopresti , Larry Peterson , Henning Schulzrinne

The fifth generation (5G) cellular communication system will have several advanced features, majority of which will come into existence for the first time. According to the ITU recommendations, 5G will provide minimum 3 GB/s end to end data…

Signal Processing · Electrical Eng. & Systems 2019-03-26 Sudhir K. Routray , Habib H. Mohammed

Prior to the advent of the cloud, storage and processing services were accommodated by specialized hardware, however, this approach introduced a number of challenges in terms of scalability, energy efficiency, and cost. Then came the…

Networking and Internet Architecture · Computer Science 2020-08-11 Barzan A. Yosuf , Amal A. Alahmadi , T. E. H. El-Gorashi , Jaafar M. H. Elmirghani

This paper discusses the application of artificial intelligence (AI) technology in optical communication networks and 5G. It primarily introduces representative applications of AI technology and potential risks of AI technology failure…

Signal Processing · Electrical Eng. & Systems 2023-02-01 Quanda Zhang , Qi Zhang

Fueled by the availability of more data and computing power, recent breakthroughs in cloud-based machine learning (ML) have transformed every aspect of our lives from face recognition and medical diagnosis to natural language processing.…

Information Theory · Computer Science 2019-09-13 Jihong Park , Sumudu Samarakoon , Mehdi Bennis , Mérouane Debbah

The transition towards the sixth-generation (6G) wireless telecommunications networks introduces significant challenges for researchers and industry stakeholders. The 6G technology aims to enhance existing usage scenarios through supporting…

Networking and Internet Architecture · Computer Science 2025-01-16 Afsoon Alidadi Shamsabadi , Animesh Yadav , Yasser Gadallah , Halim Yanikomeroglu

The future sixth-generation (6G) of wireless networks is expected to surpass its predecessors by offering ubiquitous coverage through integrated air-ground facility deployments in both communication and computing domains. In this network,…

Networking and Internet Architecture · Computer Science 2024-08-12 Shuhang Zhang , Qingyu Liu , Ke Chen , Boya Di , Hongliang Zhang , Wenhan Yang , Dusit Niyato , Zhu Han , H. Vincent Poor