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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

Generative AI (GAI) has emerged as a significant advancement in artificial intelligence, renowned for its language and image generation capabilities. This paper presents ``AI-Generated Everything'' (AIGX), a concept that extends GAI beyond…

Networking and Internet Architecture · Computer Science 2023-11-03 Hongyang Du , Dusit Niyato , Jiawen Kang , Zehui Xiong , Ping Zhang , Shuguang Cui , Xuemin Shen , Shiwen Mao , Zhu Han , Abbas Jamalipour , H. Vincent Poor , Dong In Kim

Large Language Model (LLM)-based autonomous agents are expected to play a vital role in the evolution of 6G networks, by empowering real-time decision-making related to management and service provisioning to end-users. This shift…

Artificial Intelligence · Computer Science 2025-09-04 Ilias Chatzistefanidis , Navid Nikaein

In recent years, the study of artificial intelligence (AI) has undergone a paradigm shift. This has been propelled by the groundbreaking capabilities of generative models both in supervised and unsupervised learning scenarios. Generative AI…

Machine Learning · Computer Science 2024-05-21 Sandeep Singh Sengar , Affan Bin Hasan , Sanjay Kumar , Fiona Carroll

The anticipated integration of large artificial intelligence (AI) models with wireless communications is estimated to usher a transformative wave in the forthcoming information age. As wireless networks grow in complexity, the traditional…

Information Theory · Computer Science 2026-01-13 Chong Huang , Gaojie Chen , Pei Xiao , Zhu Han , Rahim Tafazolli

Generative Artificial Intelligence (GenAI) is reshaping creative labor by enabling the rapid production of text, images, and videos. On YouTube, creators are developing new ways to leverage these tools and share knowledge about how to…

Human-Computer Interaction · Computer Science 2026-03-11 Shuo Niu , Yao Lyu , He Zhang , Na Li , Bumjin Kim , Jie Cai

This article explores the growing impact of large language models (LLMs) and Generative AI (GenAI) tools on Internet traffic, focusing on their role as a new and significant source of network load. As these AI tools continue to gain…

While interest in the application of generative AI (GenAI) in network optimization has surged in recent years, its rapid progress has often overshadowed critical limitations intrinsic to generative models that remain insufficiently examined…

Networking and Internet Architecture · Computer Science 2026-01-15 Bo Yang , Ruihuai Liang , Weixin Li , Han Wang , Xuelin Cao , Zhiwen Yu , Samson Lasaulce , Mérouane Debbah , Mohamed-Slim Alouini , H. Vincent Poor , Chau Yuen

Generative Artificial Intelligence (GenAI), particularly Large Language Models (LLMs), offer powerful capabilities for interpreting the complex data landscape in healthcare. In this paper, we present a comprehensive overview of the…

Machine Learning · Computer Science 2025-09-05 Ankit Shetgaonkar , Dipen Pradhan , Lakshit Arora , Sanjay Surendranath Girija , Shashank Kapoor , Aman Raj

The advent of Large Language Models (LLMs) and generative AI is fundamentally transforming information retrieval and processing on the Internet, bringing both great potential and significant concerns regarding content authenticity and…

Information Retrieval · Computer Science 2026-02-12 Michele Garetto , Alessandro Cornacchia , Franco Galante , Emilio Leonardi , Alessandro Nordio , Alberto Tarable

Open coding, a key inductive step in qualitative research, discovers and constructs concepts from human datasets. However, capturing extensive and nuanced aspects or "coding moments" can be challenging, especially with large discourse…

Computation and Language · Computer Science 2025-04-07 John Chen , Alexandros Lotsos , Grace Wang , Lexie Zhao , Bruce Sherin , Uri Wilensky , Michael Horn

The burgeoning development of generative artificial intelligence (GenAI) and the widespread adoption of large language models (LLMs) in educational settings have sparked considerable debate regarding their efficacy and acceptability.Despite…

Computers and Society · Computer Science 2024-06-25 Aashish Ghimire , John Edwards

The rapid development of artificial intelligence has led to marked progress in the field. One interesting direction for research is whether Large Language Models (LLMs) can be integrated with structured knowledge-based systems. This…

Computation and Language · Computer Science 2025-05-02 Wenli Yang , Lilian Some , Michael Bain , Byeong Kang

Artificial intelligence (AI), machine learning, and deep learning have become transformative forces in big data analytics and management, enabling groundbreaking advancements across diverse industries. This article delves into the…

A conception of mobile edge generation (MEG) is proposed, where generative artificial intelligence (GAI) models are distributed at edge servers (ESs) and user equipment (UE), enabling joint execution of generation tasks. Various distributed…

Networking and Internet Architecture · Computer Science 2024-01-18 Ruikang Zhong , Xidong Mu , Yimeng Zhang , Mona Jabor , Yuanwei Liu

Edge Intelligence (EI) has been instrumental in delivering real-time, localized services by leveraging the computational capabilities of edge networks. The integration of Large Language Models (LLMs) empowers EI to evolve into the next…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-03-07 Handi Chen , Weipeng Deng , Shuo Yang , Jinfeng Xu , Zhihan Jiang , Edith C. H. Ngai , Jiangchuan Liu , Xue Liu

In wireless communications, transforming network into graphs and processing them using deep learning models, such as Graph Neural Networks (GNNs), is one of the mainstream network optimization approaches. While effective, the generative AI…

Networking and Internet Architecture · Computer Science 2024-05-09 Jiacheng Wang , Yinqiu Liu , Hongyang Du , Dusit Niyato , Jiawen Kang , Haibo Zhou , Dong In Kim

Recent advances in generative AI have brought incredible breakthroughs in several areas, including medical imaging. These generative models have tremendous potential not only to help safely share medical data via synthetic datasets but also…

The concept of GenAI has been developed for decades. Until recently, it has impressed us with substantial breakthroughs in natural language processing and computer vision, actively engaging in industrial scenarios. Noticing the practical…

Artificial Intelligence · Computer Science 2023-08-08 Qi Wang , Yanghe Feng , Jincai Huang , Yiqin Lv , Zheng Xie , Xiaoshan Gao

The sixth generation (6G) wireless systems are envisioned to enable the paradigm shift from "connected things" to "connected intelligence", featured by ultra high density, large-scale, dynamic heterogeneity, diversified functional…

Signal Processing · Electrical Eng. & Systems 2023-01-10 Yandong Shi , Lixiang Lian , Yuanming Shi , Zixin Wang , Yong Zhou , Liqun Fu , Lin Bai , Jun Zhang , Wei Zhang