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Recent advances in AI technologies have notably expanded device intelligence, fostering federation and cooperation among distributed AI agents. These advancements impose new requirements on future 6G mobile network architectures. To meet…

Connected robotics is one of the principal use cases driving the transition towards more intelligent and capable 6G mobile cellular networks. Replacing wired connections with highly reliable, high-throughput, and low-latency 5G/6G radio…

TriCloudEdge is a scalable three-tier cloud continuum that integrates far-edge devices, intermediate edge nodes, and central cloud services, working in parallel as a unified solution. At the far edge, ultra-low-cost microcontrollers can…

Networking and Internet Architecture · Computer Science 2026-02-17 George Violettas , Lefteris Mamatas

The rapid growth of end-user AI applications, such as computer vision and generative AI, has led to immense data and processing demands often exceeding user devices' capabilities. Edge AI addresses this by offloading computation to the…

Machine Learning · Computer Science 2024-11-05 Juan Marcelo Parra-Ullauri , Oscar Dilley , Hari Madhukumar , Dimitra Simeonidou

Effective management and operational decision-making for complex mobile network systems present significant challenges, particularly when addressing conflicting requirements such as efficiency, user satisfaction, and energy-efficient…

Networking and Internet Architecture · Computer Science 2026-03-17 Rodrigo Moreira , Larissa Ferreira Rodrigues Moreira , Maycon Peixoto , Flavio De Oliveira Silva

Sixth-generation mobile networks (6G) are approaching a structural inflection point. Five generations of vendor-led architectures have left operators procuring and operating networks they do not own, on platforms they cannot modify, with AI…

Networking and Internet Architecture · Computer Science 2026-05-19 David Soldani

As network complexity escalates, there is an increasing need for more sophisticated methods to manage and operate these networks, focusing on enhancing efficiency, reliability, and security. A wide range of Artificial Intelligence…

The next generation of cellular networks is designed to provide ubiquitous connectivity to a wide range of devices. As Telecommunication Service Providers (TSPs) increasingly collaborate with public cloud providers to deploy 5G and beyond…

Systems and Control · Electrical Eng. & Systems 2026-03-11 Tolga O. Atalay , Alireza Famili , Amirreza Ghafoori , Angelos Stavrou

Computing systems have been evolving to be more pervasive, heterogeneous, and dynamic. An increasing number of emerging domains now rely on diverse edge to cloud continuum where the execution of applications often spans various tiers of…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-06-27 Ismet Dagli , Amid Morshedlou , Jamal Rostami , Mehmet E. Belviranli

The air-ground integrated network is a key component of future sixth generation (6G) networks to support seamless and near-instant super-connectivity. There is a pressing need to intelligently provision various services in 6G networks,…

Networking and Internet Architecture · Computer Science 2022-03-29 Chao Dong , Yun Shen , Yuben Qu , Qihui Wu , Fan Wu , Guihai Chen

Agentic AI (AAI), which extends Large Language Models with enhanced reasoning capabilities, has emerged as a promising paradigm for autonomous edge service scheduling. However, user mobility creates highly dynamic service demands in edge…

Networking and Internet Architecture · Computer Science 2026-01-21 Yan Sun , Yinqiu Liu , Shaoyong Guo , Ruichen Zhang , Feng Qi , Xuesong Qiu , Weifeng Gong , Dusit Niyato , Qihui Wu

The need of mobile network operators for cost-effectiveness is driving 5G and beyond networks towards highly flexible and agile deployments to adapt to dynamic and resource-constrained scenarios while meeting a myriad of user network…

Networking and Internet Architecture · Computer Science 2022-11-22 Sergio Barrachina-Muñoz , Jorge Baranda , Miquel Payaró , Josep Mangues-Bafalluy

With AI-as-a-Service (AIaaS) now deployed across multiple providers and model tiers, selecting the appropriate model instance at run time is increasingly outside the end user's knowledge and operational control. Accordingly, the 6G service…

Networking and Internet Architecture · Computer Science 2026-02-19 Mohaned Chraiti , Merve Saimler

Designing a 6G-oriented universal model capable of processing multi-modal data and executing diverse air interface tasks has emerged as a common goal in future wireless systems. Building on our prior work in communication multi-modal…

Machine Learning · Computer Science 2025-05-16 Tianyu Jiao , Zhuoran Xiao , Yihang Huang , Chenhui Ye , Yijia Feng , Liyu Cai , Jiang Chang , Fangkun Liu , Yin Xu , Dazhi He , Yunfeng Guan , Wenjun Zhang

This article introduces a comprehensive metaverse framework, which is designed for the simulation, emulation, and interaction with wireless systems. The proposed framework integrates core metaverse technologies such as extended reality…

Networking and Internet Architecture · Computer Science 2025-08-07 Ilias Chrysovergis , Alexandros-Apostolos A. Boulogeorgos , Theodoros A. Tsiftsis , Dusit Niyato

The Internet of Moving Things (IoMT) requires support for a data life cycle process ranging from sorting, cleaning and monitoring data streams to more complex tasks such as querying, aggregation, and analytics. Current solutions for stream…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-09-28 Lilian Hernandez , Hung Cao , Monica Wachowicz

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

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

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

The accelerating expansion of AI workloads is colliding with an energy landscape increasingly dominated by intermittent renewable generation. While vast quantities of zero-carbon energy are routinely curtailed, today's centralized…

Networking and Internet Architecture · Computer Science 2026-05-29 Giuseppe Tomei , Andrea Mayer , Giuseppe Alcini , Stefano Salsano
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