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Network Function Virtualization (NFV) is a promising technology that promises to significantly reduce the operational costs of network services by deploying virtualized network functions (VNFs) to commodity servers in place of dedicated…

Networking and Internet Architecture · Computer Science 2016-04-06 Xiaoke Wang , Chuan Wu , Franck Le , Alex Liu , Zongpeng Li , Francis Lau

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

We introduce the concept of scalable neural network kernels (SNNKs), the replacements of regular feedforward layers (FFLs), capable of approximating the latter, but with favorable computational properties. SNNKs effectively disentangle the…

Machine Learning · Computer Science 2024-03-07 Arijit Sehanobish , Krzysztof Choromanski , Yunfan Zhao , Avinava Dubey , Valerii Likhosherstov

Software network functions (NFs) trade-off flexibility and ease of deployment for an increased challenge of performance. The traditional way to increase NF performance is by distributing traffic to multiple CPU cores, but this poses a…

Networking and Internet Architecture · Computer Science 2023-10-16 Francisco Pereira , Fernando M. V. Ramos , Luis Pedrosa

Network function virtualization (NFV) based service function chaining (SFC) allows the provisioning of various security and traffic engineering applications in a cloud network. Inefficient deployment of network functions can lead to…

Cryptography and Security · Computer Science 2018-11-05 Ankur Chowdhary , Dijiang Huang

With the ultimate goal of replacing proprietary hardware appliances with Virtual Network Functions (VNFs) implemented in software, Network Function Virtualization (NFV) has been gaining popularity in the past few years. Software switches…

Networking and Internet Architecture · Computer Science 2020-08-10 Tianzhu Zhang , Leonardo Linguaglossa , Paolo Giaccone , Luigi Iannone , James Roberts

Network Function Virtualization (NFV) and Software Defined Networking (SDN) are technologies that recently acquired a great momentum thanks to their promise of being a flexible and cost-effective solution for replacing hardware-based,…

Networking and Internet Architecture · Computer Science 2018-12-14 Tong Liu , Franco Callegati , Walter Cerroni , Chiara Contoli , Maurizio Gabbrielli , Saverio Giallorenzo

Non-functional requirements (NFR), which include performance, availability, and maintainability, are vitally important to overall software quality. However, research has shown NFRs are, in practice, poorly defined and difficult to verify.…

Software Engineering · Computer Science 2021-03-16 Colin Werner , Ze Shi Li , Derek Lowlind , Omar Elazhary , Neil Ernst , Daniela Damian

Early programming languages for software-defined networking (SDN) were built on top of the simple match-action paradigm offered by OpenFlow 1.0. However, emerging hardware and software switches offer much more sophisticated support for…

Networking and Internet Architecture · Computer Science 2016-07-06 Mina Tahmasbi Arashloo , Yaron Koral , Michael Greenberg , Jennifer Rexford , David Walker

This paper proposes TASKPROF, a profiler that identifies parallelism bottlenecks in task parallel programs. It leverages the structure of a task parallel execution to perform fine-grained attribution of work to various parts of the program.…

Programming Languages · Computer Science 2017-07-04 Adarsh Yoga , Santosh Nagarakatte

It is increasingly common to outsource network functions (NFs) to the cloud. However, no cloud providers offer NFs-as-a-Service (NFaaS) that allows users to run custom NFs. Our work addresses how a cloud provider can offer NFaaS. We use the…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-10-18 Arjun Singhvi , Junaid Khalid , Aditya Akella , Sujata Banerjee

Network Function Virtualization (NFV) has drawn significant attention from both industry and academia as an important shift in telecommunication service provisioning. By decoupling Network Functions (NFs) from the physical devices on which…

Networking and Internet Architecture · Computer Science 2015-09-28 Rashid Mijumbi , Joan Serrat , Juan Luis Gorricho , Niels Bouten , Filip De Turck , Raouf Boutaba

Network Function Virtualization (NFV) prescribes the instantiation of network functions on general-purpose network devices, such as servers and switches. While yielding a more flexible and cost-effective network architecture, NFV is…

Information Theory · Computer Science 2016-11-18 Ali Al-Shuwaili , Osvaldo Simeone , Joerg Kliewer , Petar Popovski

Existing learning methods often struggle to balance interpretability and predictive performance. While models like nearest neighbors and non-negative matrix factorization (NMF) offer high interpretability, their predictive performance on…

Machine Learning · Computer Science 2023-11-21 Brian K. Vogel

Network virtualization and softwarizing network functions are trends aiming at higher network efficiency, cost reduction and agility. They are driven by the evolution in Software Defined Networking (SDN) and Network Function Virtualization…

Networking and Internet Architecture · Computer Science 2018-08-29 Steven Van Rossem , Wouter Tavernier , Didier Colle , Mario Pickavet , Piet Demeester

Network Function Virtualization (NFV) is enabling the softwarization of traditional network services, commonly deployed in dedicated hardware, into generic hardware in form of Virtual Network Functions (VNFs), which can be located flexibly…

Networking and Internet Architecture · Computer Science 2020-02-03 Francisco Carpio , Wolgang Bziuk , Admela Jukan

Network functions (e.g., firewalls, load balancers, etc.) have been traditionally provided through proprietary hardware appliances. Often, hardware appliances need to be hardwired back to back to form a service chain providing chained…

Networking and Internet Architecture · Computer Science 2018-04-23 Abhishek Gupta , M. Farhan Habib , Uttam Mandal , Pulak Chowdhury , Massimo Tornatore , Biswanath Mukherjee

Network Function Virtualization (NFV) is an emerging paradigm that turns hardware-dependent implementation of network functions (i.e., middleboxes) into software modules running on virtualized platforms, for significant cost reduction and…

Networking and Internet Architecture · Computer Science 2016-11-28 Yongzheng Jia , Chuan Wu , Zongpeng Li , Franck Le , Alex Liu

Network functions virtualization (NFV) allows operators to employ NF chains to realize custom policies, and dynamically add instances to meet demand or for failover. NFs maintain detailed per- and cross-flow state which needs careful…

Networking and Internet Architecture · Computer Science 2018-10-18 Junaid Khalid , Aditya Akella

The shift towards a completely virtualized networking environment is triggered by the emergence of software defined networking and network function virtualization (NFV). Network service providers have unlocked immense capabilities by these…

Networking and Internet Architecture · Computer Science 2020-04-27 Ibrahim Tamim , Manar Jammal , Hassan Hawilo , Abdallah Shami
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