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Modern machine learning workloads use large models, with complex structures, that are very expensive to execute. The devices that execute complex models are becoming increasingly heterogeneous as we see a flourishing of domain-specific…

Machine Learning · Computer Science 2020-11-02 Jakub Tarnawski , Amar Phanishayee , Nikhil R. Devanur , Divya Mahajan , Fanny Nina Paravecino

This work proposes an energy-efficient resource provisioning and allocation framework to meet the dynamic demands of future applications. The frequent variations in a cloud user's resource demand lead 'to the problem of excess power…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-12-06 Deepika Saxena , Ashutosh Kumar Singh

In this ongoing work, we are interested in multiprocessor energy efficient systems, where task durations are not known in advance, but are know stochastically. More precisely, we consider global scheduling algorithms for frame-based…

Operating Systems · Computer Science 2008-09-25 Vandy Berten , Joël Goossens

Network function virtualization (NFV) enhances service flexibility by decoupling network functions from dedicated hardware. To handle time-varying traffic in NFV network, virtualized network function (VNF) migration has been involved to…

Networking and Internet Architecture · Computer Science 2024-10-15 Fangyu Zhang , Yuang Chen , Hancheng Lu , Chengdi Lu

While 5G networks are being rolled out, the definition of the potential 5G-Advanced features and the identification of disruptive technologies for 6G systems are being addressed by the scientific and academic communities to tackle the…

Information Theory · Computer Science 2023-02-02 Alessandro Guidotti , Alessandro Vanelli-Coralli , Carla Amatetti

Network function virtualization (NFV) and software defined networking (SDN) are two promising technologies to enable 5G and 6G services and achieve cost reduction, network scalability, and deployment flexibility. However, migration to full…

Networking and Internet Architecture · Computer Science 2020-10-20 Reza Moosavi , Saeedeh Parsaeefard , Mohammad Ali Maddah-Ali , Vahid Shah-Mansouri , Babak Hossein Khalaj , Mehdi Bennis

In this paper, we propose a novel joint intelligent trajectory design and resource allocation algorithm based on user's mobility and their requested services for unmanned aerial vehicles (UAVs) assisted networks, where UAVs act as nodes of…

Networking and Internet Architecture · Computer Science 2021-05-24 Mohsen Pourghasemian , Mohammad Reza Abedi , Shima Salarhosseini , Nader Mokari , Mohammad Reza Javan , Eduard A. Jorswieck

Non-terrestrial network (NTN) communication has garnered considerable attention from government entities, industries, and academia in recent times. NTN networks encompass a variety of systems, including Low Earth Orbit (LEO) satellites,…

Information Theory · Computer Science 2024-01-22 Mahfuzur Rahman , Zoheb Hassan , Jeffrey H. Reed , Lingjia Liu

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

Middleboxes have become a vital part of modern networks by providing service functions such as content filtering, load balancing and optimization of network traffic. An ordered sequence of middleboxes composing a logical service is called…

Networking and Internet Architecture · Computer Science 2017-11-03 Milad Ghaznavi , Nashid Shahriar , Reaz Ahmed , Raouf Boutaba

Service Function Chaining (SFC) allows the forwarding of a traffic flow along a chain of Virtual Network Functions (VNFs, e.g., IDS, firewall, and NAT). Software Defined Networking (SDN) solutions can be used to support SFC reducing the…

Networking and Internet Architecture · Computer Science 2018-07-13 Mohammad M. Tajiki , Stefano Salsano , Luca Chiaraviglio , Mohammad Shojafar , Behzad Akbari

The increasing scale of modern neural networks, exemplified by architectures from IBM (530 billion neurons) and Google (500 billion parameters), presents significant challenges in terms of computational cost and infrastructure requirements.…

Machine Learning · Computer Science 2025-06-03 Paritosh Ranjan , Surajit Majumder , Prodip Roy

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

Novel use cases and verticals such as connected cars and human-robot cooperation in the areas of 5G and Tactile Internet can significantly benefit from the flexibility and reduced latency provided by Network Function Virtualization (NFV)…

Networking and Internet Architecture · Computer Science 2022-05-10 Tung V. Doan , Giang T. Nguyen , Alexander Kropp , Frank H. P. Fitzek

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

Software is often used for Network Functions (NFs) -- such as firewalls, NAT, deep packet inspection, and encryption -- that are applied to traffic in the network. The community has hoped that NFV would enable rapid development of new NFs…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-01-19 Jianfeng Wang , Tamás Lévai , Zhuojin Li , Marcos A. M. Vieira , Ramesh Govindan , Barath Raghavan

Fog computing reduces the latency induced by distant clouds by enabling the deployment of some application components at the edge of the network, on fog nodes, while keeping others in the cloud. Application components can be implemented as…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-04-09 Carla Mouradian , Somayeh Kianpisheh , Mohammad Abu-Lebdeh , Fereshteh Ebrahimnezhad , Narjes Tahghigh Jahromi , Roch H. Glitho

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…

Networking and Internet Architecture · Computer Science 2024-07-04 Ailing Xiao , Ning Chen , Sheng Wu , Peiying Zhang , Linling Kuang , Chunxiao Jiang

The power and flexibility of software-defined networks lead to a programmable network infrastructure in which in-network computation can help accelerating the performance of applications. This can be achieved by offloading some…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-10-29 Hebatalla Eldakiky , David Hung-Chang Du , Eman Ramadan

Network Functions Virtualization (NFV) allows flexibility, scalability, agility, and easy manageability of networks by leveraging the features of virtualization and cloud computing technologies. However, softwarization of network functions…

Networking and Internet Architecture · Computer Science 2020-12-15 Prabhu Kaliyammal Thiruvasagam , Vijeth J. Kotagi , C. Siva Ram Murthy