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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

As particle accelerator control systems evolve in complexity and scale, the need for responsive, scalable, and cost-effective computational infrastructure becomes increasingly critical. Function-as-a-Service (FaaS) offers an alternative to…

Accelerator Physics · Physics 2025-12-11 A. Jaikar , J. Diamond , A. Tiradani , B. Harrison

The large-scale deployment of 5G networks has not delivered the expected return on investment for mobile network operators, raising concerns about the economic viability of future 6G rollouts. At the same time, surging demand for Artificial…

Networking and Internet Architecture · Computer Science 2026-05-18 Gabriele Gemmi , Michele Polese , Tommaso Melodia

When 5G began its commercialisation journey around 2020, the discussion on the vision of 6G also surfaced. Researchers expect 6G to have higher bandwidth, coverage, reliability, energy efficiency, lower latency, and an integrated…

Networking and Internet Architecture · Computer Science 2023-02-08 Shen Wang , M. Atif Qureshi , Luis Miralles-Pechuán , Thien Huynh-The , Thippa Reddy Gadekallu , Madhusanka Liyanage

The convergence of communication, sensing, and Artificial Intelligence (AI) in the Radio Access Network (RAN) offers compelling economic advantages through shared spectrum and infrastructure. How can inference and sensing be integrated in…

Networking and Internet Architecture · Computer Science 2026-04-01 Michele Polese , Rajeev Gangula , Tommaso Melodia

Artificial Intelligence (AI) planning is a flourishing research and development discipline that provides powerful tools for searching a course of action that achieves some user goal. While these planning tools show excellent performance on…

Artificial Intelligence · Computer Science 2021-02-23 Sebastian Graef , Ilche Georgievski

Artificial intelligence radio access networks (AI-RANs) are a promising architecture for bolstering the prosperity of the edge AI ecosystem. A well-designed incentive mechanism can further ensure the sustainable development of this…

Computational Engineering, Finance, and Science · Computer Science 2026-05-12 Zijun Zhan , Yaxian Dong , Daniel Mawunyo Doe , Yuqing Hu , Shaohua Cao , Zhu Han

Emerging connect-and-manage practices allow new transmission-connected mega-loads to connect while enforcing time-varying admissible power exchange limits at the point of common coupling (PCC) in real time. Hyperscale artificial…

Systems and Control · Electrical Eng. & Systems 2026-05-15 Xin Lu , Jing Qiu , Jiafeng Lin , Sihai An , Mingyang Sun , Junhua Zhao

Accurate spatial prediction of cellular traffic demand is essential for 5G NR capacity planning, network densification, and data-driven 6G planning. Although machine learning can fuse heterogeneous geospatial and socio-economic layers to…

Machine Learning · Computer Science 2026-03-12 Mohamad Alkadamani , Colin Brown , Halim Yanikomeroglu

With the rapid growth of congestion-sensitive and data-intensive applications, traditional settlement-free peering agreements with best-effort delivery often do not meet the QoS requirements of content providers (CPs). Meanwhile, Internet…

Networking and Internet Architecture · Computer Science 2018-01-03 Xin Wang , Yinlong Xu , Richard T. B. Ma

Function-as-a-Service (FaaS) is a recent and already very popular paradigm in cloud computing. The function provider need only specify the function to be run, usually in a high-level language like JavaScript, and the service provider…

Cryptography and Security · Computer Science 2020-05-25 Fritz Alder , N. Asokan , Arseny Kurnikov , Andrew Paverd , Michael Steiner

With the advent of 6G, Open Radio Access Network (O-RAN) architectures are evolving to support intelligent, adaptive, and automated network orchestration. This paper proposes a novel Edge AI and Network Service Orchestration framework that…

Networking and Internet Architecture · Computer Science 2025-03-18 Yun Tang , Udhaya Chandhar Srinivasan , Benjamin James Scott , Obumneme Umealor , Dennis Kevogo , Weisi Guo

Artificial intelligence (AI) has been increasingly applied to the condition monitoring of vehicular equipment, aiming to enhance maintenance strategies, reduce costs, and improve safety. Leveraging the edge computing paradigm, AI-based…

The recent upsurge of diversified mobile applications, especially those supported by AI, is spurring heated discussions on the future evolution of wireless communications. While 5G is being deployed around the world, efforts from industry…

Networking and Internet Architecture · Computer Science 2022-08-05 Renhao Xue , Jialei Tan , Yutao Shi

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

A plethora of demanding services and use cases mandate a revolutionary shift in the management of future wireless network resources. Indeed, when tight quality of service demands of applications are combined with increased complexity of the…

Networking and Internet Architecture · Computer Science 2021-03-09 Medhat Elsayed , Melike Erol-Kantarci

Liability sharing and staffing jointly determine service quality in AI-assisted online medical consultation, yet their interaction is rarely examined in an integrated framework linking contracts to congestion via physician responses. This…

General Economics · Economics 2026-01-21 Yang Xiao

As artificial intelligence (AI) becomes integral to economy and society, communication gaps between developers, users, and stakeholders hinder trust and informed decision-making. High-level AI labels, inspired by frameworks like EU energy…

Artificial Intelligence · Computer Science 2025-01-22 Raphael Fischer , Magdalena Wischnewski , Alexander van der Staay , Katharina Poitz , Christian Janiesch , Thomas Liebig

Future wireless networks are envisioned to support both sensing and artificial intelligence (AI) services. However, conventional integrated sensing and communication (ISAC) networks may not be suitable due to the ignorance of diverse…

Networking and Internet Architecture · Computer Science 2024-09-04 Wenhao Zhuang , Xinyu He , Yuyi Mao , Juan Liu

Mobile communication standards were developed for enhancing transmission and network performance by using more radio resources and improving spectrum and energy efficiency. How to effectively address diverse user requirements and guarantee…