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Artificial Intelligence (AI) is envisioned to play a pivotal role in empowering intelligent, adaptive and autonomous security management in 5G and beyond networks, thanks to its potential to uncover hidden patterns from a large set of…

Cryptography and Security · Computer Science 2022-01-11 C. Benzaid , T. Taleb

The rapid advancement of large language models (LLMs) has enabled an emergence of agentic artificial intelligence (AI) with powerful reasoning and autonomous decision-making capabilities. This integration with edge computing has led to the…

Artificial Intelligence · Computer Science 2026-02-10 Mingyi Luo , Ruichen Zhang , Xiangwang Hou , Jun Du , Chunxiao Jiang , Yong Ren , Dusit Niyato , Shiwen Mao

Mobile edge computing pushes computationally-intensive services closer to the user to provide reduced delay due to physical proximity. This has led many to consider deploying deep learning models on the edge -- commonly known as edge…

Networking and Internet Architecture · Computer Science 2021-05-03 Nathaniel Hudson , Hana Khamfroush , Daniel E. Lucani

The rapid emergence of AI-powered applications is reshaping the role of the Internet. Users increasingly rely on the network to obtain intelligence services derived from large foundation models, rather than merely to reach remote endpoints…

Networking and Internet Architecture · Computer Science 2026-05-14 Hanling Wang , Qing Li , Dan Zhao , Yuhong Song , Xingchi Chen , Teng Gao , Peiyuan Zong , Zhuyun Qi , Yue Yu , Yong Jiang

In modern wireless network architectures, such as O-RAN, artificial intelligence (AI)-based applications are deployed at intelligent controllers to carry out functionalities like scheduling or power control. The AI "apps" are selected on…

Machine Learning · Computer Science 2024-10-22 Qiushuo Hou , Matteo Zecchin , Sangwoo Park , Yunlong Cai , Guanding Yu , Kaushik Chowdhury , Osvaldo Simeone

This study is devoted to solving the problem to determine the professional adaptive capabilities of construction management staff using artificial intelligence systems.It is proposed Fully Connected Feed-Forward Neural Network architecture…

Machine Learning · Computer Science 2022-06-23 Tetyana Honcharenko , Roman Akselrod , Andrii Shpakov , Oleksandr Khomenko

Current communication networks use design methodologies that prevent the realization of maximum network efficiency. In the first place, while users' perception of satisfactory service diverges widely, current networks are designed to be a…

Artificial Intelligence · Computer Science 2023-06-09 Rawan Alkurd , Ibrahim Abualhaol , Halim Yanikomeroglu

Recent advances in intelligent network control have primarily relied on task-specific Artificial Intelligence (AI) models deployed separately within the Radio Access Network (RAN) and Core Network (CN). While effective for isolated models,…

Networking and Internet Architecture · Computer Science 2026-03-02 Youbin Han , Haneul Ko , Namseok Ko , Tarik Taleb , Yan Chen

We have witnessed an exponential growth in commercial data services, which has lead to the 'big data era'. Machine learning, as one of the most promising artificial intelligence tools of analyzing the deluge of data, has been invoked in…

Networking and Internet Architecture · Computer Science 2019-12-16 Yuanwei Liu , Suzhi Bi , Zhiyuan Shi , Lajos Hanzo

The current trend for highly dynamic and virtualized networking infrastructure made automated networking a critical requirement. Multiple solutions have been proposed to address this, including the most sought-after machine learning…

Networking and Internet Architecture · Computer Science 2023-06-21 Sam Aleyadeh , Abbas Javadtalab , Abdallah Shami

High connectivity and robustness are critical requirements in distributed networks, as they ensure resilience, efficient communication, and adaptability in dynamic environments. Additionally, optimizing energy consumption is also paramount…

Computational Physics · Physics 2024-12-09 Azra Seyyedi , Mahdi Bohlouli , SeyedEhsan Nedaaee Oskoee

In modern wireless communication systems, there is a rapidly increasing demand for connectivity to wireless networks. Devices such as internet of things (IoT) devices, connected vehicles, smartphones, surveillance systems, and various other…

Signal Processing · Electrical Eng. & Systems 2026-05-12 Armin Farhadi , Ali Olfat

Almost in every heavily computation-dependent application, from 6G communication systems to autonomous driving platforms, a large portion of computing should be near to the client side. Edge computing (AI at Edge) in mobile devices is one…

Hardware Architecture · Computer Science 2024-07-29 Seyed Nima Omidsajedi , Rekha Reddy , Jianming Yi , Jan Herbst , Christoph Lipps , Hans Dieter Schotten

High-accuracy positioning has become a fundamental enabler for intelligent connected devices. Nevertheless, the present wireless networks still rely on model-driven approaches to achieve positioning functionality, which are susceptible to…

Signal Processing · Electrical Eng. & Systems 2025-01-03 Shengheng Liu , Xingkang Li , Zihuan Mao , Peng Liu , Yongming Huang

Since Artificial Intelligence (AI) software uses techniques like deep lookahead search and stochastic optimization of huge neural networks to fit mammoth datasets, it often results in complex behavior that is difficult for people to…

Artificial Intelligence · Computer Science 2018-10-16 Daniel S. Weld , Gagan Bansal

Cognition is the process of knowing. As carried out by a dynamical system, it is the process by which the system absorbs information into its state. A complex network of agents cognizes knowledge about its environment, internal dynamics and…

Multiagent Systems · Computer Science 2022-07-13 Jack Hall

In the rapid development of artificial intelligence, solving complex AI tasks is a crucial technology in intelligent mobile networks. Despite the good performance of specialized AI models in intelligent mobile networks, they are unable to…

Artificial Intelligence · Computer Science 2023-10-16 Lei Yao , Yong Zhang , Zilong Yan , Jialu Tian

In this paper, we propose a self-deployment approach for finding the optimal placement of extenders in which both the wireless back-haul and front-haul throughput of the extender are optimized. We present an artificial intelligence (AI)…

Networking and Internet Architecture · Computer Science 2018-05-17 Erma Perenda , Ramy Atawia , Haris Gacanin

The diverse requirements of beyond 5G services increase design complexity and demand dynamic adjustments to the network parameters. This can be achieved with slicing and programmable network architectures such as the open radio access…

Signal Processing · Electrical Eng. & Systems 2023-11-06 Suvidha Mhatre , Ferran Adelantado , Kostas Ramantas , Christos Verikoukis

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
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