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With the rapid proliferation of streaming services, network load exhibits highly time-varying and bursty behavior, posing serious challenges for maintaining Quality of Service (QoS) in Crowdsourced Cloud-Edge Platforms (CCPs). While CCPs…

Machine Learning · Computer Science 2025-08-20 Tiancheng Zhang , Cheng Zhang , Shuren Liu , Xiaofei Wang , Shaoyuan Huang , Wenyu Wang

We present FunLess, a Function-as-a-Service (FaaS) platform tailored for the private edge cloud system. FunLess responds to recent trends that advocate for extending the coverage of serverless computing to private edge cloud systems and…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-06-03 Giuseppe De Palma , Saverio Giallorenzo , Jacopo Mauro , Matteo Trentin , Gianluigi Zavattaro

Modern scientific applications are increasingly decomposable into individual functions that may be deployed across distributed and diverse cyberinfrastructure such as supercomputers, clouds, and accelerators. Such applications call for new…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-09-11 Yifei Li , Ryan Chard , Yadu Babuji , Kyle Chard , Ian Foster , Zhuozhao Li

Serverless computing offers a pay-per-use model with high elasticity and automatic scaling for a wide range of applications. Since cloud providers abstract most of the underlying infrastructure, these services work similarly to black-boxes.…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-10 Michael Kiener , Mohak Chadha , Michael Gerndt

Private cloud infrastructures are now widely deployed and adopted across technology industries and research institutions. Although cloud computing has emerged as a reality, it is now known that a single cloud provider cannot fully satisfy…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-11-10 Miguel Caballer , Sahdev Zala , Álvaro López García , Germán Moltó , Pablo Orviz Fernández , Mathieu Velten

The convergence of IoT, Edge, Cloud, and HPC technologies creates a compute continuum that merges cloud scalability and flexibility with HPC's computational power and specialized optimizations. However, integrating cloud and HPC resources…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-05-20 Aasish Kumar Sharma , Christian Boehme , Patrick Gelß , Ramin Yahyapour , Julian Kunkel

Functions-as-a-Service (FaaS) is a Serverless Cloud paradigm where a platform manages the execution scheduling (e.g., resource allocation, runtime environments) of stateless functions. Recent developments demonstrate the benefits of using…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-22 Giuseppe De Palma , Saverio Giallorenzo , Jacopo Mauro , Matteo Trentin , Gianluigi Zavattaro

Serverless computing has transformed cloud application deployment by introducing a fine-grained, event-driven execution model that abstracts away infrastructure management. Its on-demand nature makes it especially appealing for…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-14 Chanh Nguyen , Monowar Bhuyan , Erik Elmroth

High intensive computation applications can usually take days to months to finish an execution. During this time, it is common to have variations of the available resources when considering that such hardware is usually shared among a…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-01-27 Kiran Mantripragada , Alecio Binotto , Leonardo P. Tizzei

Much like on-premises systems, the natural choice for running database analytics workloads in the cloud is to provision a cluster of nodes to run a database instance. However, analytics workloads are often bursty or low volume, leaving…

Databases · Computer Science 2019-11-27 Matthew Perron , Raul Castro Fernandez , David DeWitt , Samuel Madden

This paper presents a serverless MLOps framework orchestrating the complete ML lifecycle from data ingestion, training, deployment, monitoring, and retraining to using event-driven pipelines and managed services. The architecture is…

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

This abstract presents a serverless approach to seismic imaging in the cloud based on high-throughput containerized batch processing, event-driven computations and a domain-specific language compiler for solving the underlying wave…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-12-02 Philipp A. Witte , Mathias Louboutin , Charles Jones , Felix J. Herrmann

Infrastructure as a Service (IaaS) clouds have become the predominant underlying infrastructure for the operation of modern and smart technology. IaaS clouds have proven to be useful for multiple reasons such as reduced costs, increased…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-01-13 Nivedhitha Duggi , Masoud Rafiei , Mohsen Amini Salehi

As quantum computing enters the Utility Era, realizing near-term advantage relies heavily on Hybrid Variational Quantum Algorithms (VQAs). These algorithms require a tightly coupled, iterative loop between a classical CPU optimizer and a…

Quantum Physics · Physics 2026-05-28 Abolfazl Younesi , Nouhaila Innan , Alberto Marchisio , Muhammad Shafique

The Computing Continuum (CC) integrates different layers of processing infrastructure, from Edge to Cloud, to optimize service quality through ubiquitous and reliable computation. Compared to central architectures, however, heterogeneous…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-18 Boris Sedlak , Víctor Casamayor Pujol , Ildefons Magrans de Abril , Praveen Kumar Donta , Adel N. Toosi , Schahram Dustdar

Serverless computing is an emerging cloud computing paradigm that has been applied to various domains, including machine learning, scientific computing, video processing, etc. To develop serverless computing-based software applications…

Software Engineering · Computer Science 2022-07-28 Jinfeng Wen , Zhenpeng Chen , Xuanzhe Liu

Serverless computing provides just-in-time infrastructure provisioning with rapid elasticity and a finely-grained pricing model. As full control of resource allocation is in the hands of the cloud provider and applications only consume…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-10 Natalie Carl , Tobias Pfandzelter , David Bermbach

Serverless functions provide high levels of parallelism, short startup times, and "pay-as-you-go" billing. These attributes make them a natural substrate for data analytics workflows. However, the impossibility of direct communication…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-07-26 Germán T. Eizaguirre , Marc Sánchez-Artigas , Pedro García-López

Serverless computing has emerged as an attractive deployment option for cloud applications in recent times. The unique features of this computing model include, rapid auto-scaling, strong isolation, fine-grained billing options and access…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-06-02 Anupama Mampage , Shanika Karunasekera , Rajkumar Buyya