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The advent of the wireless communications systems augurs new cutting-edge technologies, including self-driving vehicles, unmanned aerial systems, autonomous robots, Internet-of-Things, and virtual reality. These technologies require high…

Signal Processing · Electrical Eng. & Systems 2020-09-11 Youness Arjoune , Saleh Faruque

This work deals with the use of emerging deep learning techniques in future wireless communication networks. It will be shown that data-driven approaches should not replace, but rather complement traditional design techniques based on…

Signal Processing · Electrical Eng. & Systems 2019-06-14 Alessio Zappone , Marco Di Renzo , Mérouane Debbah

State-of-the-art performance for many edge applications is achieved by deep neural networks (DNNs). Often, these DNNs are location- and time-sensitive, and must be delivered over a wireless channel rapidly and efficiently. In this paper, we…

Networking and Internet Architecture · Computer Science 2023-07-21 Mikolaj Jankowski , Deniz Gunduz , Krystian Mikolajczyk

In-network computation represents a transformative approach to addressing the escalating demands of Artificial Intelligence (AI) workloads on network infrastructure. By leveraging the processing capabilities of network devices such as…

Networking and Internet Architecture · Computer Science 2025-08-19 Aleksandr Algazinov , Joydeep Chandra , Matt Laing

While Artificial Neural Networks (ANNs) have yielded impressive results in the realm of simulated intelligent behavior, it is important to remember that they are but sparse approximations of Biological Neural Networks (BNNs). We go beyond…

Neural and Evolutionary Computing · Computer Science 2021-03-30 Krishna Katyal , Jesse Parent , Bradly Alicea

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

The advent of 6G networks promises unprecedented advancements in wireless communication, offering wider bandwidth and lower latency compared to its predecessors. This article explores the evolving infrastructure of 6G networks, emphasizing…

Cryptography and Security · Computer Science 2024-09-17 Helena Rifa-Pous , Victor Garcia-Font , Carlos Nunez-Gomez , Julian Salas

Neural networks are computing models that have been leading progress in Machine Learning (ML) and Artificial Intelligence (AI) applications. In parallel, the first small scale quantum computing devices have become available in recent years,…

Quantum Physics · Physics 2021-05-21 Stefano Mangini , Francesco Tacchino , Dario Gerace , Daniele Bajoni , Chiara Macchiavello

Throughout history, the development of artificial intelligence, particularly artificial neural networks, has been open to and constantly inspired by the increasingly deepened understanding of the brain, such as the inspiration of…

Neural and Evolutionary Computing · Computer Science 2023-03-14 Feng-Lei Fan , Yingxin Li , Hanchuan Peng , Tieyong Zeng , Fei Wang

Physical neural networks (PNNs) are a class of neural-like networks that leverage the properties of physical systems to perform computation. While PNNs are so far a niche research area with small-scale laboratory demonstrations, they are…

The success of Artificial Intelligence (AI) in multiple disciplines and vertical domains in recent years has promoted the evolution of mobile networking and the future Internet toward an AI-integrated Internet-of-Things (IoT) era.…

Networking and Internet Architecture · Computer Science 2024-10-22 Thai-Hoc Vu , Senthil Kumar Jagatheesaperumal , Minh-Duong Nguyen , Nguyen Van Huynh , Sunghwan Kim , Quoc-Viet Pham

Recent advancements in large language models (LLMs) and their multimodal variants have led to remarkable progress across various domains, demonstrating impressive capabilities and unprecedented potential. In the era of ubiquitous…

Signal Processing · Electrical Eng. & Systems 2025-02-14 Jiawei Shao , Xuelong Li

Graph Neural Networks (GNNs) have emerged as a powerful framework for modeling complex interconnected systems, hence making them particularly well-suited to address the growing challenges of next-generation Internet of Things (NG-IoT)…

Information Theory · Computer Science 2025-09-18 Nguyen Xuan Tung , Le Tung Giang , Bui Duc Son , Seon Geun Jeong , Trinh Van Chien , Won Joo Hwang , Lajos Hanzo

Artificial neural networks (ANNs) are essential tools in machine learning that have drawn increasing attention in neuroscience. Besides offering powerful techniques for data analysis, ANNs provide a new approach for neuroscientists to build…

Neurons and Cognition · Quantitative Biology 2020-09-25 Guangyu Robert Yang , Xiao-Jing Wang

Leading experts from both communities have suggested the need to (re)connect research in neuroscience and artificial intelligence (AI) to accelerate the development of next-generation AI innovations. They term this convergence as NeuroAI.…

The ongoing evolution of 5G and its enhanced version, 5G+, has significantly transformed the telecommunications landscape, driving an unprecedented demand for ultra-high-speed data transmission, ultra-low latency, and resilient…

Signal Processing · Electrical Eng. & Systems 2026-05-28 Yasir Ali , Tayyab Manzoor , Huan Yang , Chenhang Yan , Yuanqing Xia

With the rapid development and integration of artificial intelligence (AI) methods in next-generation networks (NextG), AI algorithms have provided significant advantages for NextG in terms of frequency spectrum usage, bandwidth, latency,…

Networking and Internet Architecture · Computer Science 2022-11-24 M. Kuzlu , F. O. Catak , S. Sarp , U. Cali , O Gueler

With the advance of artificial intelligence (AI), the emergence of Google Gemini and OpenAI Q* marks the direction towards artificial general intelligence (AGI). To implement AGI, the concept of interactive AI (IAI) has been introduced,…

Networking and Internet Architecture · Computer Science 2024-12-11 Ruichen Zhang , Hongyang Du , Yinqiu Liu , Dusit Niyato , Jiawen Kang , Sumei Sun , Xuemin Shen , H. Vincent Poor

This white paper discusses the role of large-scale AI in the telecommunications industry, with a specific focus on the potential of generative AI to revolutionize network functions and user experiences, especially in the context of 6G…

Networking and Internet Architecture · Computer Science 2025-03-07 Adnan Shahid , Adrian Kliks , Ahmed Al-Tahmeesschi , Ahmed Elbakary , Alexandros Nikou , Ali Maatouk , Ali Mokh , Amirreza Kazemi , Antonio De Domenico , Athanasios Karapantelakis , Bo Cheng , Bo Yang , Bohao Wang , Carlo Fischione , Chao Zhang , Chaouki Ben Issaid , Chau Yuen , Chenghui Peng , Chongwen Huang , Christina Chaccour , Christo Kurisummoottil Thomas , Dheeraj Sharma , Dimitris Kalogiros , Dusit Niyato , Eli De Poorter , Elissa Mhanna , Emilio Calvanese Strinati , Faouzi Bader , Fathi Abdeldayem , Fei Wang , Fenghao Zhu , Gianluca Fontanesi , Giovanni Geraci , Haibo Zhou , Hakimeh Purmehdi , Hamed Ahmadi , Hang Zou , Hongyang Du , Hoon Lee , Howard H. Yang , Iacopo Poli , Igor Carron , Ilias Chatzistefanidis , Inkyu Lee , Ioannis Pitsiorlas , Jaron Fontaine , Jiajun Wu , Jie Zeng , Jinan Li , Jinane Karam , Johny Gemayel , Juan Deng , Julien Frison , Kaibin Huang , Kehai Qiu , Keith Ball , Kezhi Wang , Kun Guo , Leandros Tassiulas , Lecorve Gwenole , Liexiang Yue , Lina Bariah , Louis Powell , Marcin Dryjanski , Maria Amparo Canaveras Galdon , Marios Kountouris , Maryam Hafeez , Maxime Elkael , Mehdi Bennis , Mehdi Boudjelli , Meiling Dai , Merouane Debbah , Michele Polese , Mohamad Assaad , Mohamed Benzaghta , Mohammad Al Refai , Moussab Djerrab , Mubeen Syed , Muhammad Amir , Na Yan , Najla Alkaabi , Nan Li , Nassim Sehad , Navid Nikaein , Omar Hashash , Pawel Sroka , Qianqian Yang , Qiyang Zhao , Rasoul Nikbakht Silab , Rex Ying , Roberto Morabito , Rongpeng Li , Ryad Madi , Salah Eddine El Ayoubi , Salvatore D'Oro , Samson Lasaulce , Serveh Shalmashi , Sige Liu , Sihem Cherrared , Swarna Bindu Chetty , Swastika Dutta , Syed A. R. Zaidi , Tianjiao Chen , Timothy Murphy , Tommaso Melodia , Tony Q. S. Quek , Vishnu Ram , Walid Saad , Wassim Hamidouche , Weilong Chen , Xiaoou Liu , Xiaoxue Yu , Xijun Wang , Xingyu Shang , Xinquan Wang , Xuelin Cao , Yang Su , Yanping Liang , Yansha Deng , Yifan Yang , Yingping Cui , Yu Sun , Yuxuan Chen , Yvan Pointurier , Zeinab Nehme , Zeinab Nezami , Zhaohui Yang , Zhaoyang Zhang , Zhe Liu , Zhenyu Yang , Zhu Han , Zhuang Zhou , Zihan Chen , Zirui Chen , Zitao Shuai

Artificial intelligence (AI) has been advancing at a fast pace and it is now poised for deployment in a wide range of applications, such as autonomous systems, medical diagnosis and natural language processing. Early adoption of AI…

Machine Learning · Computer Science 2023-09-21 Marta Kwiatkowska , Xiyue Zhang