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Serverless computing is a popular cloud computing paradigm that frees developers from server management. Function-as-a-Service (FaaS) is the most popular implementation of serverless computing, representing applications as event-driven and…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-02-07 Xuanzhe Liu , Jinfeng Wen , Zhenpeng Chen , Ding Li , Junkai Chen , Yi Liu , Haoyu Wang , Xin Jin

Serverless computing along with Function-as-a-Service (FaaS) is forming a new computing paradigm that is anticipated to found the next generation of cloud systems. The popularity of this paradigm is due to offering a highly transparent…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-06-27 Chavit Denninnart , Thanawat Chanikaphon , Mohsen Amini Salehi

Linux containers have gained high popularity in recent times. This popularity is significantly due to various advantages of containers over Virtual Machines (VM). The containers are lightweight, occupy lesser storage, have fast boot-up…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-09-21 Akshay Dhumal , Dharanipragada Janakiram

Recent development in lightweight OS-level virtualization, containers, provides a potential solution for running HPC applications on the cloud platform. In this work, we focus on the impact of different layers in a containerized environment…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-06-18 Daniel Medeiros , Gabin Schieffer , Jacob Wahlgren , Ivy Peng

Building and deploying software on high-end computing systems is a challenging task. High performance applications have to reliably run across multiple platforms and environments, and make use of site-specific resources while resolving…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-04-12 Lucas Benedicic , Felipe A. Cruz , Alberto Madonna , Kean Mariotti

Confidential container is becoming increasingly popular as it meets both needs for efficient resource management by cloud providers, and data protection by cloud users. Specifically, confidential containers integrate the container and the…

Cryptography and Security · Computer Science 2024-11-19 Chulmin Lee , Jaewon Hur , Sangho Lee , Byoungyoung Lee

Serverless computing, or Function-as-a-Service (FaaS), enables a new way of building and scaling applications by allowing users to deploy fine-grained functions while providing fully-managed resource provisioning and auto-scaling. Custom…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-07-16 Ao Wang , Shuai Chang , Huangshi Tian , Hongqi Wang , Haoran Yang , Huiba Li , Rui Du , Yue Cheng

High performance computing (HPC) and cloud have traditionally been separate, and presented in an adversarial light. The conflict arises from disparate beginnings that led to two drastically different cultures, incentive structures, and…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-24 Vanessa Sochat , David Fox , Daniel Milroy

Elastic scaling is one of the central benefits provided by serverless platforms, and requires that they scale resource up and down in response to changing workloads. Serverless platforms scale-down resources by terminating previously…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-11-07 Kalev Alpernas , Aurojit Panda , Mooly Sagiv

Serverless computing promises fine-grained elasticity and operational simplicity, fueling widespread interest from both industry and academia. Yet this promise is undercut by the cold setart problem, where invoking a function after a period…

Operating Systems · Computer Science 2025-09-19 Ben Holmes , Baltasar Dinis , Lana Honcharuk , Joshua Fried , Adam Belay

The scientific and research community has benefited greatly from containerized distributed High Throughput Computing (dHTC), both by enabling elastic scaling of user compute workloads to thousands of compute nodes, and by allowing for…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-25 Igor Sfiligoi , Yunjin Zhu , Jaime Frey

Lightweight containers provide an efficient approach for deploying computation-intensive applications in network edge. The layered storage structure of container images can further reduce the deployment cost and container startup time.…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-05 Zhiqing Tang , Wentao Peng , Jianxiong Guo , Jiong Lou , Hanshuai Cui , Tian Wang , Yuan Wu , Weijia Jia

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

Serverless computing promises a scalable, reliable, and cost-effective solution for running data-intensive applications and workflows in the heterogeneous and limited-resource environment of the Edge-Cloud Continuum. However, building and…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-05-02 Cynthia Marcelino , Stefan Nastic

Aggregated HPC resources have rigid allocation systems and programming models which struggle to adapt to diverse and changing workloads. Consequently, HPC systems fail to efficiently use the large pools of unused memory and increase the…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-29 Marcin Copik , Marcin Chrapek , Larissa Schmid , Alexandru Calotoiu , Torsten Hoefler

Serverless computing has emerged as a pivotal paradigm for deploying Deep Learning (DL) models, offering automatic scaling and cost efficiency. However, the inherent cold start problem in serverless ML inference systems, particularly the…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-01 Z. Wu , Y. Deng , J. Hu , L. Cui , Z. Zhang , L. Zeng , G. Min

Containers are becoming a popular workload deployment mechanism in modern distributed systems. However, there are limited software-based methods (hardware-based methods are expensive requiring hardware level changes) for obtaining the power…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-02 Hemant Mehta , Paul Harvey , Omer Rana , Rajkumar Buyya , Blesson Varghese

Serverless computing is an excellent fit for big data processing because it can scale quickly and cheaply to thousands of parallel functions. Existing serverless platforms isolate functions in ephemeral, stateless containers, preventing…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-22 Simon Shillaker , Peter Pietzuch

Serverless computing relies on extreme multi-tenancy to remain economically viable, driving providers to rely on virtual machines (VMs) that ensure strong isolation and seamless ecosystem compatibility with the FaaS programming model.…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-17 JooYoung Park , Kevin Nguetchouang , Jovan Stojkovic , Likun Zhang , Riccardo Mancini , Marco Cali , Dmitrii Ustiugov

Serverless computing, with its operational simplicity and on-demand scalability, has become a preferred paradigm for deploying workflow applications. However, resource allocation for workflows, particularly those with branching structures,…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-04-10 Long Chen , Xinshuai Hua , Jinquan Zhang , Wenshuai Li , Xiaoping Li , Shijie Guo