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Network function virtualization (NFV) enables on-demand network function (NF) deployment providing agile and dynamic network services. Through an evaluation metric that quantifies the minimal reliability among all NFs for all demands,…

Networking and Internet Architecture · Computer Science 2020-03-13 Tachun Lin , Zhili Zhou

Recently, Graph Neural Network (GNN) has achieved remarkable progresses in various real-world tasks on graph data, consisting of node features and the adjacent information between different nodes. High-performance GNN models always depend…

Machine Learning · Computer Science 2022-04-26 Chaochao Chen , Jun Zhou , Longfei Zheng , Huiwen Wu , Lingjuan Lyu , Jia Wu , Bingzhe Wu , Ziqi Liu , Li Wang , Xiaolin Zheng

Open Network Automation Platform (ONAP) is a carrier grade platform for automatically deploying and managing Virtualized Network Functions. In this paper, we address the deployment of network slices in order to come up with a model that is…

Networking and Internet Architecture · Computer Science 2019-07-05 Veronica Quintuna Rodriguez , Fabrice Guillemin , Amina Boubendir

Network Function Virtualization (NFV) aims to simplify deployment of network services by running Virtual Network Functions (VNFs) on commercial off-the-shelf servers. Service deployment involves placement of VNFs and in-sequence routing of…

Networking and Internet Architecture · Computer Science 2018-03-15 Abhishek Gupta , Brigitte Jaumard , Massimo Tornatore , Biswanath Mukherjee

Network Function Virtualization (NFV) aims to abstract the functionality of traditional proprietary hardware into software as Virtual Network Functions (VNFs), which can run on commercial off the shelf (COTS) servers. Besides reducing…

Networking and Internet Architecture · Computer Science 2018-06-22 Abhishek Gupta , Brigitte Jaumard , Massimo Tornatore , Biswanath Mukherjee

Network Functions Virtualization (NFV) and Software-Defined Networking (SDN) are new paradigms in the move towards open software and network hardware. While NFV aims to virtualize network functions and deploy them into general purpose…

Networking and Internet Architecture · Computer Science 2018-01-08 Michel S. Bonfim , Kelvin L. Dias , Stenio F. L. Fernandes

With the advent of Network Function Virtualization (NFV), network services that traditionally run on proprietary dedicated hardware can now be realized using Virtual Network Functions (VNFs) that are hosted on general-purpose commodity…

Networking and Internet Architecture · Computer Science 2022-01-21 Gamal Sallam , Bo Ji

The network slice management function (NSMF) in 5G has a task to configure the network slice instances and to combine network slice subnet instances from the new-generation radio access network and the core network into an end-to-end…

Networking and Internet Architecture · Computer Science 2020-02-14 Danilo Gligoroski , Katina Kralevska

5G networks support various advanced applications through network slicing, network function virtualization (NFV), and edge computing, ensuring low latency and service isolation. However, private 5G networks relying on open-source tools…

Networking and Internet Architecture · Computer Science 2025-08-07 Maiko Andrade , Juliano Araujo Wickboldt

This work proposes a new algorithm to mitigate model generalization loss in Vertical Federated Learning (VFL) operating under client reliability constraints within 5G Core Networks (CNs). Recently studied and endorsed by 3GPP, VFL enables…

Machine Learning · Computer Science 2025-06-24 Mohamad Mestoukirdi , Mourad Khanfouci

Network slicing is a modern 5G technology that provides efficient network experience for diverse use cases. It is a technique for partitioning a single physical network infrastructure into multiple virtual networks, called slices, each…

Networking and Internet Architecture · Computer Science 2026-04-10 Debarpita Banerjee , Sumana Ghosh , Snigdha Das , Shilpa Budhkar , Rana Pratap Sircar

Network Functions Virtualization (NFV) and Network Coding (NC) have attracted much attention in recent years as key concepts for providing 5G networks with flexibility and differentiated reliability, respectively. In this paper, we present…

Networking and Internet Architecture · Computer Science 2018-03-14 Tan Do-Duy , M. Angeles Vazquez Castro

Wireless network slicing (i.e., network virtualization) is one of the potential technologies for addressing the issue of rapidly growing demand in mobile data services related to 5G cellular networks. It logically decouples the current…

Networking and Internet Architecture · Computer Science 2019-07-08 Yan Kyaw Tun , Nguyen H. Tran , Duy Trong Ngo , Shashi Raj Pandey , Zhu Han , Choong Seon Hong

The new generation of 5G mobile services places stringent requirements for cellular network operators in terms of latency and costs. The latest trend in radio access networks (RANs) is to pool the baseband units (BBUs) of multiple radio…

Networking and Internet Architecture · Computer Science 2019-03-29 Deval Bhamare , Aiman Erbad , Raj Jain , Maede Zolanvari , Mohammed Samaka

Radio access network (RAN) slicing is a key technology that enables 5G network to support heterogeneous requirements of generic services, namely ultra-reliable low-latency communication (URLLC) and enhanced mobile broadband (eMBB). In this…

Networking and Internet Architecture · Computer Science 2022-02-15 Abderrahime Filali , Zoubeir Mlika , Soumaya Cherkaoui , Abdellatif Kobbane

6G networks are envisioned to deliver a large diversity of applications and meet stringent quality of service (QoS) requirements. Hence, integrated terrestrial and non-terrestrial networks (TN-NTNs) are anticipated to be key enabling…

Networking and Internet Architecture · Computer Science 2024-06-18 Sahar Ammar , Chun Pong Lau , Basem Shihada

Middleboxes or network appliances like firewalls, proxies and WAN optimizers have become an integral part of today's ISP and enterprise networks. Middlebox functionalities are usually deployed on expensive and proprietary hardware that…

Networking and Internet Architecture · Computer Science 2015-03-26 Md. Faizul Bari , Shihabur Rahman Chowdhury , Reaz Ahmed , Raouf Boutaba

Developing specialized cloud-based and open-source testbeds is a practical approach to investigate network slicing functionalities in the fifth-generation (5G) mobile networks. This paper provides a comprehensive review of most of the…

Networking and Internet Architecture · Computer Science 2021-04-20 Ali Esmaeily , Katina Kralevska

An important aspect of 5G networks is the development of Radio Access Network (RAN) slicing, a concept wherein the virtualized infrastructure of wireless networks is subdivided into slices (or enterprises), tailored to fulfill specific…

Systems and Control · Electrical Eng. & Systems 2024-07-16 Qing An , Divyanshu Pandey , Rahman Doost-Mohammady , Ashutosh Sabharwal , Srinivas Shakkottai

Network slicing has been introduced in 5G/6G networks to address the challenge of providing new services with different and sometimes conflicting requirements. With SDN and NFV technologies being used in the design of 5G and 6G wireless…

Networking and Internet Architecture · Computer Science 2022-03-02 Zeinab Sasan , Siavash Khorsandi