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This article targets at unlocking the potentials of a class of prominent generative artificial intelligence (GAI) method, namely diffusion model (DM), for mobile communications. First, a DM-driven communication architecture is proposed,…

Signal Processing · Electrical Eng. & Systems 2024-10-22 Xiaoxia Xu , Xidong Mu , Yuanwei Liu , Hong Xing , Yue Liu , Arumugam Nallanathan

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…

Networking and Internet Architecture · Computer Science 2025-02-10 Abdelaali Chaoub , Muslim Elkotob

Channel extrapolation has attracted wide attention due to its potential to acquire channel state information (CSI) with high accuracy and minimal overhead. This is becoming increasingly crucial as the sixth-generation (6G) mobile networks…

Signal Processing · Electrical Eng. & Systems 2026-02-02 Yuan Gao , Zichen Lu , Yifan Wu , Yanliang Jin , Shunqing Zhang , Xiaoli Chu , Shugong Xu , Cheng-Xiang Wang

The emergence of large language models (LLMs) has revolutionized artificial intelligence, offering unprecedented capabilities in reasoning, generalization, and zero-shot learning. These strengths open new frontiers in wireless…

Artificial Intelligence · Computer Science 2026-03-18 Le Liang , Hao Ye , Yucheng Sheng , Ouya Wang , Jiacheng Wang , Shi Jin , Geoffrey Ye Li

With the deployment of 5G networks, standards organizations have started working on the design phase for sixth-generation (6G) networks. 6G networks will be immensely complex, requiring more deployment time, cost and management efforts. On…

Signal Processing · Electrical Eng. & Systems 2022-04-05 Muhammad K. Shehzad , Luca Rose , M. Majid Butt , Istvan Z. Kovacs , Mohamad Assaad , Mohsen Guizani

Generative models such as Large Language Models, Diffusion Models, and generative adversarial networks have recently revolutionized the creation of synthetic data, offering scalable solutions to data scarcity, privacy, and annotation…

Machine Learning · Computer Science 2025-08-28 Dawei Li , Yue Huang , Ming Li , Tianyi Zhou , Xiangliang Zhang , Huan Liu

Generative AI models are capable of performing a wide variety of tasks that have traditionally required creativity and human understanding. During training, they learn patterns from existing data and can subsequently generate new content…

The current development of 5G networks represents a breakthrough in the design of communication networks, for its ability to provide a single platform enabling a variety of different services, from enhanced mobile broadband communications,…

Networking and Internet Architecture · Computer Science 2019-05-17 Emilio Calvanese Strinati , Sergio Barbarossa , José Luis Gonzalez-Jimenez , Dimitri Kténas , Nicolas Cassiau , Cédric Dehos

Unmanned aerial vehicles (UAVs) are considered as one of the promising technologies for the next-generation wireless communication networks. Their mobility and their ability to establish line of sight (LOS) links with the users made them…

Signal Processing · Electrical Eng. & Systems 2021-10-27 Mohamed-Amine Lahmeri , Mustafa A. Kishk , Mohamed-Slim Alouini

Generative AI (GenAI) is rapidly advancing the field of Autonomous Driving (AD), extending beyond traditional applications in text, image, and video generation. We explore how generative models can enhance automotive tasks, such as static…

The recent surge in generative AI technologies, such as large language models and diffusion models, has boosted the development of AI applications in various domains, including science, finance, and education. Concurrently, adaptive…

Computers and Society · Computer Science 2024-07-02 Hang Li , Tianlong Xu , Chaoli Zhang , Eason Chen , Jing Liang , Xing Fan , Haoyang Li , Jiliang Tang , Qingsong Wen

Recent advances in generative artificial intelligence (AI) technologies have been significantly driven by models such as generative adversarial networks (GANs), variational autoencoders (VAEs), and denoising diffusion probabilistic models…

Machine Learning · Computer Science 2024-10-24 Chengyuan Li , Tianyu Zhang , Xusheng Du , Ye Zhang , Haoran Xie

With the rapid development and application of foundation models (FMs), it is foreseeable that FMs will play an important role in future wireless communications. As current Artificial Intelligence (AI) algorithms applied in wireless networks…

Networking and Internet Architecture · Computer Science 2023-11-23 Wen Tong , Chenghui Peng , Tingting Yang , Fei Wang , Juan Deng , Rongpeng Li , Lu Yang , Honggang Zhang , Dong Wang , Ming Ai , Li Yang , Guangyi Liu , Yang Yang , Yao Xiao , Liexiang Yue , Wanfei Sun , Zexu Li , Wenwen Sun

Agentic Artificial Intelligence (AI) builds upon Generative AI (GenAI). It constitutes the next major step in the evolution of AI with much stronger reasoning and interaction capabilities that enable more autonomous behavior to tackle…

Artificial Intelligence · Computer Science 2025-04-29 Johannes Schneider

Combining wireless communication with large artificial intelligence (AI) models can open up a myriad of novel application scenarios. In sixth generation (6G) networks, ubiquitous communication and computing resources allow large AI models…

Information Theory · Computer Science 2024-12-05 Zhaohui Yang , Wei Xu , Le Liang , Yuanhao Cui , Zhijin Qin , Merouane Debbah

The full future of the sixth generation will develop a fully data-driven that provide terabit rate per second, and adopt an average of 1000+ massive number of connections per person in 10 years 2030 virtually instantaneously. Data-driven…

Signal Processing · Electrical Eng. & Systems 2021-08-24 Adeeb Salh , Lukman Audah , Qazwan Abdullah , Abdullah Noorsaliza , Nor Shahida Mohd Shah , Jameel Mukred , Shipun Hamzah

Generative artificial intelligence (GenAI) has garnered considerable attention for its potential utility in research and scholarship. A growing body of work in sociology and related fields demonstrates both the potential advantages and…

Computers and Society · Computer Science 2025-12-03 AJ Alvero , Dustin S. Stoltz , Oscar Stuhler , Marshall Taylor

The 6G wireless technology is visualized to revolutionize multiple customer services with the Internet of Things (IoT), thereby contributing to a ubiquitous intelligent society comprising autonomous systems. In this chapter, we conduct a…

Networking and Internet Architecture · Computer Science 2022-04-12 Sridhar Iyer , Rahul Jashvantbhai Pandya , Rakhee Kallimani , Krishna Pai , Rajashri Khanai , Dattaprasad Torse , Swati Mavinkattimath

Generative artificial intelligence (GenAI) can reshape education and learning. While large language models (LLMs) like ChatGPT dominate current educational research, multimodal capabilities, such as text-to-speech and text-to-image, are…

Artificial Intelligence · Computer Science 2025-04-03 Ville Heilala , Roberto Araya , Raija Hämäläinen

Transitioning from Education 1.0 to Education 5.0, the integration of generative artificial intelligence (GenAI) revolutionizes the learning environment by fostering enhanced human-machine collaboration, enabling personalized, adaptive and…

Computers and Society · Computer Science 2024-12-13 Sanjay Chakraborty