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Network Function Virtualization (NFV) has recently received significant attention as an innovative way of deploying network services. By decoupling network functions from the physical equipment on which they run, NFV has been proposed as…

网络与互联网体系结构 · 计算机科学 2015-12-02 Rashid Mijumbi

As graphs grow larger, full-batch GNN training becomes hard for single GPU memory. Therefore, to enhance the scalability of GNN training, some studies have proposed sampling-based mini-batch training and distributed graph learning. However,…

机器学习 · 计算机科学 2024-08-22 Zhengjia Xu , Dingyang Lyu , Jinghui Zhang

The 3rd generation partnership project (3GPP) has been engaged in further advancing the evolved universal mobile telecommunications system (UMTS) terrestrial radio access network (E-UTRAN) and UTRAN based radio access network technologies.…

信息论 · 计算机科学 2018-03-01 Mirza Golam Kibria , Kien Nguyen , Gabriel Porto Villardi , Kentaro Ishizu , Fumihide Kojima

Convergence of multiple access technologies is one of the key enablers in providing a diverse set of services to the Fifth Generation (5G) users. Though the 3rd Generation Partnership Project (3GPP) 5G standard defines a common core…

网络与互联网体系结构 · 计算机科学 2020-10-16 Meghna Khaturia , Pranav Jha , Abhay Karandikar

Deploying services efficiently while satisfying their quality requirements is a major challenge in network slicing. Effective solutions place instances of the services' virtual network functions (VNFs) at different locations of the cellular…

网络与互联网体系结构 · 计算机科学 2022-11-21 Gil Einziger , Gabriel Scalosub , Carla Fabiana Chiasserini , Francesco Malandrino

One of the main goals of 5G networks is to support the technological and business needs of various industries (the so-called verticals), which wish to offer to their customers a wide range of services characterized by diverse performance…

网络与互联网体系结构 · 计算机科学 2019-04-09 Satyam Agarwal , Francesco Malandrino , Carla Fabiana Chiasserini , Swades De

Novel view synthesis (NVS) is an important technology for many AR and VR applications. The recently proposed Neural Radiance Field (NeRF) approach has demonstrated superior performance on NVS tasks, and has been applied to other related…

分布式、并行与集群计算 · 计算机科学 2024-06-18 Yintian Zhang , Ziyu Shao

Cellular networks are comprised of software-based entities, with main functions encapsulated as Virtual Network Functions (VNFs) deployed on Commercial-off-the-Shelf (COTS) hardware. As a key enabler of 5G, network slicing offers logically…

网络与互联网体系结构 · 计算机科学 2025-12-10 Ioannis Panitsas , Tolga O. Atalay , Dragoslav Stojadinovic , Angelos Stavrou , Leandros Tassiulas

Network slicing enables multiple virtual networks to be instantiated and customized to meet heterogeneous use case requirements over 5G and beyond network deployments. However, most of the solutions available today face scalability issues…

网络与互联网体系结构 · 计算机科学 2022-11-08 Farhad Rezazadeh , Lanfranco Zanzi , Francesco Devoti , Hatim Chergui , Xavier Costa-Perez , Christos Verikoukis

Network Slicing (NS) is a fundamental feature of 5G, 6G, and future mobile networks, enabling logically isolated virtual networks over shared infrastructure. As data demand increases and services diversify, ensuring Energy Efficiency (EE)…

To allow flexible and cost-efficient network densification and deployment, the integrated access and backhaul (IAB) was recently standardized by the third generation partnership project (3GPP) as part of the fifth-generation new radio…

网络与互联网体系结构 · 计算机科学 2023-06-21 Zaid Abdullah , Steven Kisseleff , Eva Lagunas , Vu Nguyen Ha , Frank Zeppenfeldt , Symeon Chatzinotas

Network Function Virtualization (NFV) refers to the use of commodity hardware resources as the basic platform to perform specialized network functions as opposed to specialized hardware devices. Currently, NFV is mainly implemented based on…

网络与互联网体系结构 · 计算机科学 2014-06-03 Christoforos Kachris , Georgios Sirakoulis , Dimitrios Soudris

In the framework of Network Function Virtualization (NFV), the reliability of Service Function Chain (SFC), -- an end-to-end service is presented by a chain of virtual network functions (VNFs), is a complex function of placement,…

网络与互联网体系结构 · 计算机科学 2020-05-07 Anna Engelmann , Admela Jukan

Next-generation systems are anticipated to be digital platforms supporting innovative services with rapidly changing traffic patterns. To cope with this dynamicity in a cost-efficient manner, operators need advanced service management…

网络与互联网体系结构 · 计算机科学 2018-06-18 Oscar Adamuz-Hinojosa , Jose Ordonez-Lucena , Pablo Ameigeiras , Juan J. Ramos-Munoz , Diego Lopez , Jesus Folgueira

Virtualizing the Radio-Access Network (RAN) is increasingly viewed as an enabler of affordable 5G expansion and a stepping-stone toward AI-native 6G. Most discussions, however, still approach spectrum policy, cloud engineering and…

网络与互联网体系结构 · 计算机科学 2025-10-06 Ryan Barker

Recently, Graph Neural Network (GNN) has achieved remarkable success in various real-world problems on graph data. However in most industries, data exists in the form of isolated islands and the data privacy and security is also an…

机器学习 · 计算机科学 2021-06-23 Xiang Ni , Xiaolong Xu , Lingjuan Lyu , Changhua Meng , Weiqiang Wang

As Communication Service Providers (CSPs) adopt the Network Function Virtualization (NFV) paradigm, they need to transition their network function capacity to a virtualized infrastructure with different Network Functions running on a set of…

网络与互联网体系结构 · 计算机科学 2016-03-15 Bernardo A. Huberman , Puneet Sharma

Many real-world services can be provided through multiple virtual network function (VNF) graphs, corresponding, e.g., to high- and low-complexity variants of the service itself. Based on this observation, we extend the concept of service…

网络与互联网体系结构 · 计算机科学 2019-05-28 Francesco Malandrino , Carla-Fabiana Chiasserini , Giada Landi

The fifth-generation (5G) of cellular communications is expected to be deployed in the next years to support a wide range of services with different demands of peak data rates, latency and quality of experience (QoE). To support higher data…

网络与互联网体系结构 · 计算机科学 2025-08-20 M. Umar Khan

Fifth-generation (5G) and beyond systems are expected to accelerate the ongoing transformation of power systems towards the smart grid. However, the inherent heterogeneity in smart grid services and requirements pose significant challenges…

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