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Despite existing work in machine learning inference serving, ease-of-use and cost efficiency remain challenges at large scales. Developers must manually search through thousands of model-variants -- versions of already-trained models that…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-09-07 Francisco Romero , Qian Li , Neeraja J. Yadwadkar , Christos Kozyrakis

Increasing popularity of the serverless computing approach has led to the emergence of new cloud infrastructures working in Container-as-a-Service (CaaS) model like AWS Fargate, Google Cloud Run, or Azure Container Instances. They introduce…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-10-23 Krzysztof Burkat , Maciej Pawlik , Bartosz Balis , Maciej Malawski , Karan Vahi , Mats Rynge , Rafael Ferreira da Silva , Ewa Deelman

Multi-access edge computing (MEC) has already shown the potential in enabling mobile devices to bear the computation-intensive applications by offloading some tasks to a nearby access point (AP) integrated with a MEC server (MES). However,…

Signal Processing · Electrical Eng. & Systems 2020-06-30 Bo Yang , Xuelin Cao , Joshua Bassey , Xiangfang Li , Timothy Kroecker , Lijun Qian

The next generation of mobile networks, namely 5G, and the Internet of Things (IoT) have brought a large number of delay sensitive services. In this context Cloud services are migrating to the edge of the networks to reduce latency. The…

Networking and Internet Architecture · Computer Science 2017-06-14 Nader Daneshfar , Nikolaos Pappas , Valentin Polishchuk , Vangelis Angelakis

We describe a novel architecture that combines the simplicity of RESTful architecture with the power of functional programming for delivering web-services. Although, RESTful architecture has been quite useful in simplifying the development…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-07-19 Gopi Krishna Suvanam

The field of edge and fog computing is growing, but there are still many inconsistent and loosely-defined terms in current literature. With many articles comparing theoretical architectures and evaluating implementations, there is a need to…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-09-13 Sašo Stanovnik , Matija Cankar

The Operational Technology Platform as a Service (OTPaaS) initiative provides a structured framework for the efficient management and storage of data. It ensures excellent response times while improving security, reliability, data and…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-27 Carlos J Barrios , Yves Denneulin

Serverless computing offers an event driven pay-as-you-go framework for application development. A key selling point is the concept of no back-end server management, allowing developers to focus on application functionality. This is…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-12-11 Daniel Kelly , Frank G Glavin , Enda Barrett

Function-as-a-Service (FaaS) has become an increasingly popular way for users to deploy their applications without the burden of managing the underlying infrastructure. However, existing FaaS platforms rely on remote storage to maintain…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-04-29 Francisco Romero , Gohar Irfan Chaudhry , Íñigo Goiri , Pragna Gopa , Paul Batum , Neeraja J. Yadwadkar , Rodrigo Fonseca , Christos Kozyrakis , Ricardo Bianchini

Edge computing has evolved to be a promising avenue to enhance the system computing capability by offloading processing tasks from the cloud to edge devices. In this paper, we propose a multi-layer edge computing framework called EdgeFlow.…

Networking and Internet Architecture · Computer Science 2018-04-04 Chao Yao , Xiaoyang Wang , Zijie Zheng , Guangyu Sun , Lingyang Song

Cloud Computing offers virtualized computing, storage, and networking resources, over the Internet, to organizations and individual users in a completely dynamic way. These cloud resources are cheaper, easier to manage, and more elastic…

Networking and Internet Architecture · Computer Science 2016-01-26 Jose Moura , David Hutchison

Cloud computing provides ubiquitous and on-demand access to vast reconfigurable resources that can meet any computational need. Many service models are available, but the Infrastructure as a Service (IaaS) model is particularly suited to…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-09-29 Gianluca Longoni , Ryan LaMothe , Jeremy Teuton , Mark Greaves , Nicole Nichols , William Smith

Fog computing serves as a computing layer that sits between the edge devices and the cloud in the network topology. They have more compute capacity than the edge but much less so than cloud data centers. They typically have high uptime and…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-05-13 Yogesh Simmhan

As the 5G standards mature and awareness of the capabilities of the technology increases, industry verticals are becoming more eager to test new services and develop them to the level of maturity required for market adoption. Network…

Networking and Internet Architecture · Computer Science 2021-02-08 Christos Tranoris

The appeal of serverless (FaaS) has triggered a growing interest on how to use it in data-intensive applications such as ETL, query processing, or machine learning (ML). Several systems exist for training large-scale ML models on top of…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-05-18 Jiawei Jiang , Shaoduo Gan , Yue Liu , Fanlin Wang , Gustavo Alonso , Ana Klimovic , Ankit Singla , Wentao Wu , Ce Zhang

Cloud Service Providers deliver their products in form of 'as-a-Service', which are typically categorized by the level of abstraction. This approach hides the implementation details and shows only functionality to the user. However, the…

Performance · Computer Science 2019-05-29 Roland Pellegrini , Igor Ivkic , Markus Tauber

Edge Computing (EC) is about remodeling the way data is handled, processed, and delivered within a vast heterogeneous network. One of the fundamental concepts of EC is to push the data processing near the edge by exploiting front-end…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-06-14 Raby Hamadi , Abdullah Khanfor , Hakim Ghazzai , Yehia Massoud

With the proliferation of the Internet of Things (IoT) and the wide penetration of wireless networks, the surging demand for data communications and computing calls for the emerging edge computing paradigm. By moving the services and…

Networking and Internet Architecture · Computer Science 2021-08-19 Quyuan Luo , Shihong Hu , Changle Li , Guanghui Li , Weisong Shi

The combination of edge and cloud in the fog computing paradigm enables a new breed of data-intensive applications. These applications, however, have to face a number of fog-specific challenges which developers have to repetitively address…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-01-30 Jonathan Hasenburg , Martin Grambow , David Bermbach

Offloading resource-intensive jobs to the cloud and nearby users is a promising approach to enhance mobile devices. This paper investigates a hybrid offloading system that takes both infrastructure-based networks and Ad-hoc networks into…

Networking and Internet Architecture · Computer Science 2021-12-14 Hank H. Harvey , Ying Mao , Yantian Hou , Bo Sheng