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An approach to using the concept of Software-Defined Networking and Network Functions Virtualization (SDN/NFV) for the implementation of an information security monitoring and management system in 5G and 6G networks is proposed. SDN…

Networking and Internet Architecture · Computer Science 2022-11-24 Igor Buzhin , Veronica Antonova , Yury Mironov , Vladislav Gnezdilov , Eldar Gaifutdinov , Mikhail Gorodnichev

Over the past two decades, the cloud computing paradigm has gradually attracted more popularity due to its efficient resource usage and simple service access model. Virtualization technology is the fundamental element of cloud computing…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-01-17 Hossein Aqasizade , Ehsan Ataie , Mostafa Bastam

Software-defined networking (SDN) is an architecture that aims to make networks fast and flexible. SDN's goal is to improve network control by enabling service providers as well as enterprises to respond quickly to changing business needs.…

Networking and Internet Architecture · Computer Science 2022-11-30 Shreya Rajkumar

The rise of LLMs has driven demand for private serverless deployments, characterized by moderate-sized models and infrequent requests. While existing serverless solutions follow exclusive GPU allocation, we take a step back to explore…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-16 Chuhao Xu , Zijun Li , Quan Chen , Han Zhao , Xueyan Tang , Minyi Guo

Modern networks run "middleboxes" that offer services ranging from network address translation and server load balancing to firewalls, encryption, and compression. In an industry trend known as Network Functions Virtualization (NFV), these…

Data Structures and Algorithms · Computer Science 2018-02-27 Moses Charikar , Yonatan Naamad , Jennifer Rexford , X. Kelvin Zou

Recent decades have seen the rise of large-scale Deep Neural Networks (DNNs) to achieve human-competitive performance in a variety of artificial intelligence tasks. Often consisting of hundreds of millions, if not hundreds of billion…

Machine Learning · Computer Science 2023-04-07 Michael Weiss , Paolo Tonella

Virtualization is a framework of dividing the resources of a computer into multiple execution environments which offers a lot of benefits including flexibility, security, ease to configuration and reduction of cost but at the same time it…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-05-27 Bohar Singh , Pawan Luthra

With the rise of machine learning, inference on deep neural networks (DNNs) has become a core building block on the critical path for many cloud applications. Applications today rely on isolated ad-hoc deployments that force users to…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-24 Amit Samanta , Suhas Shrinivasan , Antoine Kaufmann , Jonathan Mace

Network performance problems are notoriously difficult to diagnose. Prior profiling systems collect performance statistics by keeping information about each network flow, but maintaining per-flow state is not scalable on…

Data Structures and Algorithms · Computer Science 2019-11-19 Zaoxing Liu , Samson Zhou , Ori Rottenstreich , Vladimir Braverman , Jennifer Rexford

Virtualization technology has enabled applications to be decoupled from the underlying hardware providing the benefits of portability, better control over execution environment and isolation. It has been widely adopted in scientific grids…

Distributed, Parallel, and Cluster Computing · Computer Science 2010-09-27 Omer Khalid , Ivo Maljevic , Richard Anthony , Miltos Petridis , Kevin Parrot , Markus Schulz

BGP/MPLS IP VPN and VPLS services are considered to be widely used in IP/MPLS networks for connecting customers' remote sites. However, service providers struggle with many challenges to provide these services. Management complexity,…

Networking and Internet Architecture · Computer Science 2016-02-12 Behzad Mirkhanzadeh , Naeim Taheri , Siyavash Khorsandi

Accurately predicting task performance at runtime in a cluster is advantageous for a resource management system to determine whether a task should be migrated due to performance degradation caused by interference. This is beneficial for…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-04-05 Guoliang He , Gingfung Yeung , Sheriffo Ceesay , Adam Barker

Service meshes play a central role in the modern application ecosystem by providing an easy and flexible way to connect different services that form a distributed application. However, because of the way they interpose on application…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-07-05 Xiangfeng Zhu , Guozhen She , Bowen Xue , Yu Zhang , Yongsu Zhang , Xuan Kelvin Zou , Xiongchun Duan , Peng He , Arvind Krishnamurthy , Matthew Lentz , Danyang Zhuo , Ratul Mahajan

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

The rise of Network Function Virtualization (NFV) has transformed network infrastructures by replacing fixed hardware with software-based Virtualized Network Functions (VNFs), enabling greater agility, scalability, and cost efficiency.…

Networking and Internet Architecture · Computer Science 2025-03-31 Mario Di Mauro , Walter Cerroni , Fabio Postiglione , Massimo Tornatore , Kishor S. Trivedi

The behavior of neural networks (NNs) on previously unseen types of data (out-of-distribution or OOD) is typically unpredictable. This can be dangerous if the network's output is used for decision-making in a safety-critical system. Hence,…

Machine Learning · Computer Science 2024-05-20 Muqsit Azeem , Marta Grobelna , Sudeep Kanav , Jan Kretinsky , Stefanie Mohr , Sabine Rieder

The core of the computer business now offers subscription-based on-demand services with the help of cloud computing. We may now share resources among multiple users by using virtualization, which creates a virtual instance of a computer…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-12-13 Sakshi Chhabra , Ashutosh Kumar Singh

Modern multi-tenant, hardware-heterogeneous computing environments pose significant challenges for effective workload orchestration. Simple heuristics for assessing workload performance, such as CPU utilization or application-level metrics,…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-27 Oliver Larsson , Thijs Metsch , Cristian Klein , Erik Elmroth

Computing servers have played a key role in developing and processing emerging compute-intensive applications in recent years. Consolidating multiple virtual machines (VMs) inside one server to run various applications introduces severe…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-29 Darong Huang , Luis Costero , Ali Pahlevan , Marina Zapater , David Atienza

Today's Cloud applications are dominated by composite applications comprising multiple computing and data components with strong communication correlations among them. Although Cloud providers are deploying large number of computing and…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-06-20 Md Hasanul Ferdaus , Manzur Murshed , Rodrigo N. Calheiros , Rajkumar Buyya
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