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相关论文: 6G White Paper on Machine Learning in Wireless Com…

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The rapid evolution of wireless technologies and the growing complexity of network infrastructures necessitate a paradigm shift in how communication networks are designed, configured, and managed. Recent advancements in Large Language…

网络与互联网体系结构 · 计算机科学 2024-06-18 Jiawei Shao , Jingwen Tong , Qiong Wu , Wei Guo , Zijian Li , Zehong Lin , Jun Zhang

This paper envisions 6G as a self-evolving telecom ecosystem, where AI-driven intelligence enables dynamic adaptation beyond static connectivity. We explore the key enablers of autonomous communication systems, spanning reconfigurable…

系统与控制 · 电气工程与系统科学 2025-05-30 Zeinab Nezami , Syed Danial Ali Shah , Maryam Hafeez , Karim Djemame , Syed Ali Raza Zaidi

The ever-growing complexity of optical communication systems and networks demands sophisticated methodologies to extract meaningful insights from vast amounts of heterogeneous data. Machine learning (ML) and deep learning (DL) have emerged…

信号处理 · 电气工程与系统科学 2024-12-25 M. A. Amirabadi , S. A. Nezamalhosseini , M. H. Kahaei , Lawrence R. Chen

Conventional 5G network management mechanisms, that operate in isolated silos across different network segments, will experience significant limitations in handling the unprecedented hyper-complexity and massive scale of the sixth…

网络与互联网体系结构 · 计算机科学 2025-02-10 Abdelaali Chaoub , Muslim Elkotob

The recently commercialized fifth-generation (5G) wireless communication networks achieved many improvements, including air interface enhancement, spectrum expansion, and network intensification by several key technologies, such as massive…

信息论 · 计算机科学 2021-12-01 Hengtao He , Xianghao Yu , Jun Zhang , S. H. Song , Khaled B. Letaief

Intelligent communication is gradually considered as the mainstream direction in future wireless communications. As a major branch of machine learning, deep learning (DL) has been applied in physical layer communications and has…

信息论 · 计算机科学 2019-02-26 Hengtao He , Shi Jin , Chao-Kai Wen , Feifei Gao , Geoffrey Ye Li , Zongben Xu

The upcoming next generation of wireless communication is anticipated to revolutionize the conventional functionalities of the network by adding sensing and localization capabilities, low-power communication, wireless brain computer…

信号处理 · 电气工程与系统科学 2024-12-13 Alister Burr , Ana Garcia Armada , Carsten Smeenk , Yang Miao

The introduction of intelligent interconnectivity between the physical and human worlds has attracted great attention for future sixth-generation (6G) networks, emphasizing massive capacity, ultra-low latency, and unparalleled reliability.…

信息论 · 计算机科学 2025-02-11 Jiayi Zhang , Ziheng Liu , Yiyang Zhu , Enyu Shi , Bokai Xu , Chau Yuen , Dusit Niyato , Mérouane Debbah , Shi Jin , Bo Ai , Xuemin , Shen

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,…

信号处理 · 电气工程与系统科学 2020-12-24 Yang Zhao , Jun Zhao , Wenchao Zhai , Sumei Sun , Dusit Niyato , Kwok-Yan Lam

Deep learning (DL) has proven its unprecedented success in diverse fields such as computer vision, natural language processing, and speech recognition by its strong representation ability and ease of computation. As we move forward to a…

信息论 · 计算机科学 2022-11-28 Burak Ozpoyraz , A. Tugberk Dogukan , Yarkin Gevez , Ufuk Altun , Ertugrul Basar

The last decade, (2012 - 2022), saw an unprecedented advance in machine learning (ML) techniques, particularly deep learning (DL). As a result of the proven capabilities of DL, a large amount of work has been presented and studied in almost…

网络与互联网体系结构 · 计算机科学 2023-02-28 Mostafa Hussien , Islam A. T. F. Taj-Eddin , Mohammed F. A. Ahmed , Ali Ranjha , Kim Khoa Nguyen , Mohamed Cheriet

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…

网络与互联网体系结构 · 计算机科学 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

Sixth-generation (6G) networks anticipate intelligently supporting a wide range of smart services and innovative applications. Such a context urges a heavy usage of Machine Learning (ML) techniques, particularly Deep Learning (DL), to…

网络与互联网体系结构 · 计算机科学 2023-09-19 Houda Hafi , Bouziane Brik , Pantelis A. Frangoudis , Adlen Ksentini

The rapid uptake of mobile devices and the rising popularity of mobile applications and services pose unprecedented demands on mobile and wireless networking infrastructure. Upcoming 5G systems are evolving to support exploding mobile…

网络与互联网体系结构 · 计算机科学 2019-01-31 Chaoyun Zhang , Paul Patras , Hamed Haddadi

Machine learning (ML) is a subfield of artificial intelligence. The term applies broadly to a collection of computational algorithms and techniques that train systems from raw data rather than a priori models. ML techniques are now…

The application of machine learning (ML) techniques in wireless communication domain has seen a tremendous growth over the years especially in the wireless sensing domain. However, the questions surrounding the ML model's inference…

信号处理 · 电气工程与系统科学 2022-10-13 Amit Kachroo , Sai Prashanth Chinnapalli

5G wireless communications technology is being launched, with many smart applications being integrated. However, 5G specifications merge the requirements of new emerging technologies forcefully. These include data rate, capacity, latency,…

信号处理 · 电气工程与系统科学 2020-02-17 Samar Elmeadawy , Raed M. Shubair

Over the past few decades, wireless communication has witnessed remarkable growth, experiencing several transformative changes. This article aims to provide a comprehensive overview of wireless communication technologies, from the…

Based on recent trends in artificial intelligence and IoT research. The cooperative potential of integrating the Internet of Things (IoT) and Multimodal Language Models (MLLMs) is presented in this survey paper for future 6G systems. It…

计算机与社会 · 计算机科学 2025-04-22 Abdelrahman Soliman

The recent revival of artificial intelligence (AI) is revolutionizing almost every branch of science and technology. Given the ubiquitous smart mobile gadgets and Internet of Things (IoT) devices, it is expected that a majority of…

信息论 · 计算机科学 2018-09-05 Guangxu Zhu , Dongzhu Liu , Yuqing Du , Changsheng You , Jun Zhang , Kaibin Huang