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Generative artificial intelligence (GAI) has emerged as a pivotal technology for content generation, reasoning, and decision-making, making it a promising solution on the 6G stage characterized by openness, connected intelligence, and…

网络与互联网体系结构 · 计算机科学 2025-02-19 Peizheng Li , Adrián Sánchez-Mompó , Tim Farnham , Aftab Khan , Adnan Aijaz

Generative AI (GAI) can enhance the cognitive, reasoning, and planning capabilities of intelligent modules in the Internet of Vehicles (IoV) by synthesizing augmented datasets, completing sensor data, and making sequential decisions. In…

网络与互联网体系结构 · 计算机科学 2024-04-26 Minrui Xu , Dusit Niyato , Jiawen Kang , Zehui Xiong , Abbas Jamalipour , Yuguang Fang , Dong In Kim , Xuemin , Shen

Artificial intelligence (AI) technologies, and particularly deep learning systems, are traditionally the domain of large-scale cloud servers, which have access to high computational and energy resources. Nonetheless, in Internet-of-Things…

信号处理 · 电气工程与系统科学 2022-07-26 Nir Shlezinger , Ivan V. Bajic

Generative artificial intelligence (GenAI) holds the potential to transform the delivery, cultivation, and evaluation of human learning. This Perspective examines the integration of GenAI as a tool for human learning, addressing its…

人机交互 · 计算机科学 2024-09-06 Lixiang Yan , Samuel Greiff , Ziwen Teuber , Dragan Gašević

Generative Artificial Intelligence (GenAI) has made significant advancements in fields such as computer vision (CV) and natural language processing (NLP), demonstrating its capability to synthesize high-fidelity data and improve…

机器学习 · 计算机科学 2025-09-22 Zheng Yang , Guoxuan Chi , Chenshu Wu , Hanyu Liu , Yuchong Gao , Yunhao Liu , Jie Xu , Tony Xiao Han

1. Deciphering coexistence patterns is a current challenge to understanding diversity maintenance, especially in rich communities where the complexity of these patterns is magnified through indirect interactions that prevent their…

机器学习 · 计算机科学 2021-07-14 J. Hirn , J. E. García , A. Montesinos-Navarro , R. Sanchez-Martín , V. Sanz , M. Verdú

Generative Artificial Intelligence (GAI) possesses the capabilities of generating realistic data and facilitating advanced decision-making. By integrating GAI into modern Internet of Things (IoT), Generative Internet of Things (GIoT) is…

机器学习 · 计算机科学 2024-01-24 Jinbo Wen , Jiangtian Nie , Jiawen Kang , Dusit Niyato , Hongyang Du , Yang Zhang , Mohsen Guizani

Edge intelligence is anticipated to underlay the pathway to connected intelligence for 6G networks, but the organic confluence of edge computing and artificial intelligence still needs to be carefully treated. To this end, this article…

信号处理 · 电气工程与系统科学 2022-07-12 Peihao Dong , Qihui Wu , Xiaofei Zhang , Guoru Ding

The cloud-based solutions are becoming inefficient due to considerably large time delays, high power consumption, security and privacy concerns caused by billions of connected wireless devices and typically zillions bytes of data they…

系统与控制 · 电气工程与系统科学 2022-08-02 Xiaolan Liu , Jiadong Yu , Yuanwei Liu , Yue Gao , Toktam Mahmoodi , Sangarapillai Lambotharan , Danny H. K. Tsang

AI-Generated Content (AIGC), as a novel manner of providing Metaverse services in the forthcoming Internet paradigm, can resolve the obstacles of immersion requirements. Concurrently, edge computing, as an evolutionary paradigm of computing…

人工智能 · 计算机科学 2024-03-26 Yitong Wang , Chang Liu , Jun Zhao

Generative artificial intelligence (GAI), known for its powerful capabilities in image and text processing, also holds significant promise for the design and performance enhancement of future wireless networks. In this article, we explore…

网络与互联网体系结构 · 计算机科学 2024-08-12 Jingyu Wang , Xuming Fang , Dusit Niyato , Tie Liu

The collaboration of large artificial intelligence (AI) models in mobile edge networks has emerged as a promising paradigm to meet the growing demand for intelligent services at the network edge. By enabling multiple devices to…

网络与互联网体系结构 · 计算机科学 2026-02-17 Peichun Li , Liping Qian , Dusit Niyato , Shiwen Mao , Yuan Wu

As wireless communication evolves, each generation of networks brings new technologies that change how we connect and interact. Artificial Intelligence (AI) is becoming crucial in shaping the future of sixth-generation (6G) networks. By…

网络与互联网体系结构 · 计算机科学 2026-04-06 Constantina Chatzieleftheriou , Eirini Liotou

The ultimate goal of artificial intelligence (AI) is to achieve Artificial General Intelligence (AGI). Embodied Artificial Intelligence (EAI), which involves intelligent systems with physical presence and real-time interaction with the…

人工智能 · 计算机科学 2025-05-13 Jinhao Jiang , Changlin Chen , Shile Feng , Wanru Geng , Zesheng Zhou , Ni Wang , Shuai Li , Feng-Qi Cui , Erbao Dong

Federated learning enables edge devices to collaboratively train a global model while maintaining data privacy by keeping data localized. However, the Non-IID nature of data distribution across devices often hinders model convergence and…

机器学习 · 计算机科学 2025-11-25 Youngjoon Lee , Jinu Gong , Joonhyuk Kang

With the widespread deployment of fifth-generation (5G) wireless networks, research on sixth-generation (6G) technology is gaining momentum. Artificial Intelligence (AI) is anticipated to play a significant role in 6G, particularly through…

Federated learning has become a significant approach for training machine learning models using decentralized data without necessitating the sharing of this data. Recently, the incorporation of generative artificial intelligence (AI)…

Low-Altitude Economy Networks (LAENets) have emerged as significant enablers of social activities, offering low-altitude services such as the transportation of packages, groceries, and medical supplies. Owing to their control mechanisms and…

信号处理 · 电气工程与系统科学 2025-07-29 Changyuan Zhao , Jiacheng Wang , Ruichen Zhang , Dusit Niyato , Geng Sun , Hongyang Du , Dong In Kim , Abbas Jamalipour

Generative Artificial Intelligence (GenAI) constitutes a transformative technological wave that reconfigures industries through its unparalleled capabilities for content creation, reasoning, planning, and multimodal understanding. This…

Generative artificial intelligence (GAI) has emerged as a rapidly burgeoning field demonstrating significant potential in creating diverse contents intelligently and automatically. To support such artificial intelligence-generated content…

信号处理 · 电气工程与系统科学 2024-01-09 Chengsi Liang , Hongyang Du , Yao Sun , Dusit Niyato , Jiawen Kang , Dezong Zhao , Muhammad Ali Imran