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Sharing Virtualized Network Functions (VNFs) among different slices in Fifth Generation (5G) is a potential strategy to simplify the system implementation and utilize 5G resources efficiently. In this paper, we propose a security-aware VNF…

网络与互联网体系结构 · 计算机科学 2023-03-08 Mohammed Mahyoub , AbdulAziz AbdulGhaffar , Emmanuel Alalade , Ashraf Matrawy

Two emerging architectural paradigms, i.e., Software Defined Networking (SDN) and Network Function Virtualization (NFV), enable the deployment and management of Service Function Chains (SFCs). A SFC is an ordered sequence of abstract…

密码学与安全 · 计算机科学 2017-10-11 L. Durante , L. Seno , F. Valenza , A. Valenzano

We consider a federated learning (FL) system consisting of multiple clients and a server, where the clients aim to collaboratively learn a common decision model from their distributed data. Unlike the conventional FL framework that assumes…

机器学习 · 计算机科学 2023-05-10 Kun Jin , Tongxin Yin , Zhongzhu Chen , Zeyu Sun , Xueru Zhang , Yang Liu , Mingyan Liu

In the conventional cloud service model, computing resources are allocated for tenants on a pay-per-use basis. However, the performance of applications that communicate inside this network is unpredictable because network resources are not…

网络与互联网体系结构 · 计算机科学 2018-10-09 Feras Fattohi

Cloud computing is a revolutionary process that has impacted the manner of using networks. It allows a high level of flexibility as Virtual Machines (VMs) run elastically workloads on physical machines in data centers. The issue of placing…

网络与互联网体系结构 · 计算机科学 2018-02-20 Wissal Attaoui , Essaid Sabir

Disaggregated storage systems improve resource utilization and enable independent scaling of storage and compute resources by separating storage resources from computing resources in data centers. NVMe over fabrics (NVMeoF) is a key…

分布式、并行与集群计算 · 计算机科学 2026-04-16 Sungho Moon , Daegyu Han , Hera Koo , Sangeun Chae , Duck-Ho Bae , Euiseong Seo , Beomseok Nam

Federated learning enables machine learning algorithms to be trained over a network of multiple decentralized edge devices without requiring the exchange of local datasets. Successfully deploying federated learning requires ensuring that…

机器学习 · 计算机科学 2021-10-27 Meng Zhang , Ermin Wei , Randall Berry

Software Defined Networking and Network Function Virtualization are two paradigms that offer flexible software-based network management. Service providers are instantiating Virtualized Network Functions - e.g., firewalls, DPIs, gateways -…

网络与互联网体系结构 · 计算机科学 2017-08-09 Zaid Allybokus , Nancy Perrot , Jérémie Leguay , Lorenzo Maggi , Eric Gourdin

With the increasing demand for openness, flexibility, and monetization the Network Function Virtualization (NFV) of mobile network functions has become the embracing factor for most mobile network operators. Early reported field deployments…

The virtualization of compute and network resources enables an unseen flexibility for deploying network services. A wide spectrum of emerging technologies allows an ever-growing range of orchestration possibilities in cloud-based…

网络与互联网体系结构 · 计算机科学 2019-11-19 Steven Van Rossem , Wouter Tavernier , Didier Colle , Mario Pickavet , Piet Demeester

In the 5G era and beyond, it is favorable to deploy latency-sensitive and reliability-aware services on edge computing networks in which the computing and network resources are more limited compared to cloud and core networks but can…

网络与互联网体系结构 · 计算机科学 2024-08-29 Congzhou Li , Zhouxiang Wu , Divya Khanure , Jason P. Jue

Many real-world services can be provided through multiple VNF graphs, corresponding, e.g., to high- and low-quality variants of the service itself. Based on this observation, we extend the concept of service scaling in network orchestration…

网络与互联网体系结构 · 计算机科学 2019-02-19 Francesco Malandrino , Carla-Fabiana Chiasserini , Giada Landi

Network Function Virtualization (NFV) has shifted communication networks towards more adaptable software solutions, but this transition raises new security concerns, particularly in public cloud deployments. While Intel's Software Guard…

网络与互联网体系结构 · 计算机科学 2024-08-06 Syafiq Al Atiiq , Aris Cahyadi Risdianto

Federated learning (FL) is an emerging paradigm in machine learning, where a shared model is collaboratively learned using data from multiple devices to mitigate the risk of data leakage. While recent studies posit that Vision Transformer…

计算机视觉与模式识别 · 计算机科学 2023-10-09 Peiran Xu , Zeyu Wang , Jieru Mei , Liangqiong Qu , Alan Yuille , Cihang Xie , Yuyin Zhou

Plug-and-play information technology (IT) infrastructure has been expanding very rapidly in recent years. With the advent of cloud computing, many ecosystem and business paradigms are encountering potential changes and may be able to…

网络与互联网体系结构 · 计算机科学 2014-06-03 Manar Jammal , Taranpreet Singh , Abdallah Shami , Rasool Asal , Yiming Li

By decoupling substrate resources, network virtualization (NV) is a promising solution for meeting diverse demands and ensuring differentiated quality of service (QoS). In particular, virtual network embedding (VNE) is a critical enabling…

网络与互联网体系结构 · 计算机科学 2024-07-04 Ailing Xiao , Ning Chen , Sheng Wu , Peiying Zhang , Linling Kuang , Chunxiao Jiang

Stateful applications and virtualized network functions (VNFs) can benefit from state externalization to increase their reliability, scalability, and inter-operability. To keep and share the externalized state, distributed data stores…

分布式、并行与集群计算 · 计算机科学 2017-09-25 Ruben Mayer , Harshit Gupta , Enrique Saurez , Umakishore Ramachandran

Network virtualization is an important concept to overcome the ossification of today's Internet as it facilitates innovation also in the network core and as it promises a more efficient use of the given resources and infrastructure. Virtual…

网络与互联网体系结构 · 计算机科学 2012-02-17 Guy Even , Moti Medina , Gregor Schaffrath , Stefan Schmid

The emergence of cloud computing based on virtualization technologies brings huge opportunities to host virtual resource at low cost without the need of owning any infrastructure. Virtualization technologies enable users to acquire,…

分布式、并行与集群计算 · 计算机科学 2017-03-08 Minxian Xu , Wenhong Tian , Rajkumar Buyya

Migration and replication of virtual network functions (VNFs) are well-known mechanisms to face dynamic resource requests in Internet Service Provider (ISP) edge networks. They are not only used to reallocate resources in carrier networks,…

网络与互联网体系结构 · 计算机科学 2022-08-18 Francisco Carpio , Wolfgang Bziuk , Admela Jukan