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The powerfulness of LLMs indicates that deploying various LLMs with different scales and architectures on end, edge, and cloud to satisfy different requirements and adaptive heterogeneous hardware is the critical way to achieve ubiquitous…

Networking and Internet Architecture · Computer Science 2025-02-13 Ning Li , Song Guo , Tuo Zhang , Muqing Li , Zicong Hong , Qihua Zhou , Xin Yuan , Haijun Zhang

This work explores the integration of Quantum Machine Learning (QML) and Quantum-Inspired (QI) techniques for optimizing end-to-end (E2E) network services in telecommunication systems, particularly focusing on 5G networks and beyond. The…

Networking and Internet Architecture · Computer Science 2025-09-03 Fatma Chaouech , Javier Villegas , António Pereira , Carlos Baena , Sergio Fortes , Raquel Barco , Dominic Gribben , Mohammad Dib , Alba Villarino , Aser Cortines , Román Orús

6G network complexity necessitates high levels of autonomy, yet current intent-based systems struggle with ambiguous or incomplete human requests. This paper introduces an agent-based, intent-driven end-to-end (E2E) orchestration framework…

Networking and Internet Architecture · Computer Science 2026-04-28 Kostis Trantzas , Besiana Agko , Christos Tranoris , Irene Denazi

The ubiquitous computing resources in 6G networks provide ideal environments for the fusion of large language models (LLMs) and intelligent services through the agent framework. With auxiliary modules and planning cores, LLM-enabled agents…

Multiagent Systems · Computer Science 2025-09-08 Zheyan Qu , Wenbo Wang , Zitong Yu , Boquan Sun , Yang Li , Xing Zhang

Virtual Reality Cloud Gaming (VR-CG) represents a demanding class of immersive applications, requiring high bandwidth, ultra-low latency, and intelligent resource management to ensure optimal user experience. In this paper, we propose a…

Networking and Internet Architecture · Computer Science 2026-01-06 Gabriel Almeida , João Paulo Esper , Cleverson Nahum , Aldebaro Klautau , Kleber Vieira Cardoso

An increasing number of emerging applications, e.g., internet of things, vehicular communications, augmented reality, and the growing complexity due to the interoperability requirements of these systems, lead to the need to change the tools…

Multiagent Systems · Computer Science 2019-01-16 Merim Dzaferagic , M. Majid Butt , Maria Murphy , Nicholas Kaminski , Nicola Marchetti

6G networks require a flexible infrastructure to dynamically provide ubiquitous network coverage. Mobile Access Points (MAP) deployment is a promising solution. In this paper, we formulate the joint 3D MAP deployment and user association…

Networking and Internet Architecture · Computer Science 2022-05-04 Esteban Catté , Mohamed Sana , Mickael Maman

The next-generation wireless technologies, including beyond 5G and 6G networks, are paving the way for transformative applications such as vehicle platooning, smart cities, and remote surgery. These innovations are driven by a vast array of…

Multiagent Systems · Computer Science 2026-01-05 Eslam Eldeeb , Hirley Alves

Mobile Augmented Reality (MAR) integrates computer-generated virtual objects with physical environments for mobile devices. MAR systems enable users to interact with MAR devices, such as smartphones and head-worn wearables, and performs…

Human-Computer Interaction · Computer Science 2022-08-29 Jacky Cao , Kit-Yung Lam , Lik-Hang Lee , Xiaoli Liu , Pan Hui , Xiang Su

Quality of Experience (QoE) prediction is a critical component of modern multimedia systems, particularly for adaptive video streaming in 5G networks. Accurate QoE estimation enables intelligent resource management and supports user centric…

Artificial Intelligence · Computer Science 2025-12-16 Syeda Zunaira Ahmed , Hejab Tahira Beg , Maryam Khalid

In the context of the rapidly evolving information technology landscape, marked by the advent of 6G communication networks, we face an increased data volume and complexity in network environments. This paper addresses these challenges by…

Artificial Intelligence · Computer Science 2025-07-29 Chengzhuo Han

Rapid advancements in sixth-generation (6G) networks and large language models (LLMs) have paved the way for ubiquitous intelligence, wherein seamless connectivity and distributed artificial intelligence (AI) have revolutionized various…

Artificial Intelligence · Computer Science 2026-01-30 Zitong Yu , Boquan Sun , Yang Li , Zheyan Qu , Xing Zhang

Edge computing breaks with traditional autoscaling due to strict resource constraints, thus, motivating more flexible scaling behaviors using multiple elasticity dimensions. This work introduces an agent-based autoscaling framework that…

Artificial Intelligence · Computer Science 2026-01-13 Boris Sedlak , Alireza Furutanpey , Zihang Wang , Víctor Casamayor Pujol , Schahram Dustdar

This study introduces a quantum inspired framework for optimizing the exploration exploitation tradeoff in multiagent reinforcement learning, applied to UAVassisted 6G network deployment. We consider a cooperative scenario where ten…

Artificial Intelligence · Computer Science 2025-12-25 Mazyar Taghavi , Javad Vahidi

Emerging with the support of computing and communications technologies, Metaverse is expected to bring users unprecedented service experiences. However, the increase in the number of Metaverse users places a heavy demand on network…

Networking and Internet Architecture · Computer Science 2022-08-02 Hongyang Du , Jiacheng Wang , Dusit Niyato , Jiawen Kang , Zehui Xiong , Xuemin , Shen , Dong In Kim

The multimedia content and streaming are a major means of information exchange in the modern era and there is an increasing demand for such services. This coupled with the advancement of future wireless networks B5G/6G and the proliferation…

Multimedia · Computer Science 2024-11-26 Monalisa Ghosh , Chetna Singhal

In the age of mobile internet, user data, often referred to as memories, is continuously generated on personal devices. Effectively managing and utilizing this data to deliver services to users is a compelling research topic. In this paper,…

Computation and Language · Computer Science 2024-10-01 Zheng Wang , Zhongyang Li , Zeren Jiang , Dandan Tu , Wei Shi

The rapid advancement of large language models (LLMs) has enabled an emergence of agentic artificial intelligence (AI) with powerful reasoning and autonomous decision-making capabilities. This integration with edge computing has led to the…

Artificial Intelligence · Computer Science 2026-02-10 Mingyi Luo , Ruichen Zhang , Xiangwang Hou , Jun Du , Chunxiao Jiang , Yong Ren , Dusit Niyato , Shiwen Mao

Augmented Reality (AR) is becoming mobile. Mobile devices have many constraints but also rich new features that traditional desktop computers do not have. There are several survey papers on AR, but none is dedicated to Mobile Augmented…

Graphics · Computer Science 2013-09-19 Zhanpeng Huang , Pan Hui , Christoph Peylo , Dimitris Chatzopoulos

This paper aims to propose the quality of experience (QoE) models based on the expectation and/or the perception of 5G users to evaluate for mean opinion score (MOS) for real-time or interactive services/applications with high reliability.…

Networking and Internet Architecture · Computer Science 2023-12-27 Therdpong Daengsi , Patsita Sirawongphatsara , Phisit Pornpongtechavanich