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Serverless architectures organized around loosely-coupled function invocations represent an emerging design for many applications. Recent work mostly focuses on user-facing products and event-driven processing pipelines. In this paper, we…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-10-11 Youngbin Kim , Jimmy Lin

The Function-as-a-Service (FaaS) execution model increases developer productivity by removing operational concerns such as managing hardware or software runtimes. Developers, however, still need to partition their applications into FaaS…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-22 Trever Schirmer , Joel Scheuner , Tobias Pfandzelter , David Bermbach

The pervasive availability of streaming data is driving interest in distributed Fast Data platforms for streaming applications. Such latency-sensitive applications need to respond to dynamism in the input rates and task behavior using…

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

Function as a Service (FaaS) has been gaining popularity as a way to deploy computations to serverless backends in the cloud. This paradigm shifts the complexity of allocating and provisioning resources to the cloud provider, which has to…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-09 Mohammad Shahrad , Rodrigo Fonseca , Íñigo Goiri , Gohar Chaudhry , Paul Batum , Jason Cooke , Eduardo Laureano , Colby Tresness , Mark Russinovich , Ricardo Bianchini

Adopting serverless computing to edge networks benefits end-users from the pay-as-you-use billing model and flexible scaling of applications. This paradigm extends the boundaries of edge computing and remarkably improves the quality of…

Networking and Internet Architecture · Computer Science 2024-08-15 Peiyuan Guan , Chen Chen , Ziru Chen , Lin X. Cai , Xing Hao , Amir Taherkordi

Serverless computing is a popular cloud computing paradigm, which requires low response latency to handle on-demand user requests. There are two prominent techniques employed for reducing the response latency: keep fully initialized…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-05-19 Yulin Sun , Deepak Vij , Fenge Li , Wenjian Guo , Ying Xiong

Recent trends in Web development demonstrate an increased interest in serverless applications, i.e. applications that utilize computational resources provided by cloud services on demand instead of requiring traditional server management.…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-05-31 Vladislav Tankov , Yaroslav Golubev , Timofey Bryksin

FaaS (Function-as-a-Service) revolutionized cloud computing by replacing persistent virtual machines with dynamically allocated resources. This shift trades locality and statefulness for a pay-as-you-go model more suited to variable and…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-02 Marcin Copik , Alexandru Calotoiu , Pengyu Zhou , Konstantin Taranov , Torsten Hoefler

Sending emails in large quantities can be tedious considering free services do not cover bulk email and paid services can be costly and are not easy to customize. Traditional email client used for basic emailing services fail to be useful…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-01-28 Bazaru Priyatham Sai Chand

Serverless computing increases developer productivity by removing operational concerns such as managing hardware or software runtimes. Developers, however, still need to partition their application into functions, which can be error-prone…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-08-16 Trever Schirmer , Joel Scheuner , Tobias Pfandzelter , David Bermbach

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

Cloud computing offers on-demand, scalable computing and storage, and has become an essential resource for the analyses of big biomedical data. The usual approach to cloud computing requires users to reserve and provision virtual servers.…

Quantitative Methods · Quantitative Biology 2018-08-01 Dimitar Kumanov , Ling-Hong Hung , Wes Lloyd , Ka Yee Yeung

Agentic workflows in large language model systems integrate retrieval, reasoning, and memory, but existing frameworks suffer from scalability and reproducibility limitations due to fragmented data orchestration, serialization overhead, and…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-05 Arup Kumar Sarker , Mills Staylor , Aymen Alsaadi , Gregor von Laszewski , Shantenu Jha , Geoffrey Fox

Analytical performance models are very effective in ensuring the quality of service and cost of service deployment remain desirable under different conditions and workloads. While various analytical performance models have been proposed for…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-02-24 Nima Mahmoudi , Hamzeh Khazaei

Serverless computing has emerged as a promising computing paradigm for edge computing. However, adopting the event driven model in highly dynamic, heterogeneous, and distributed edge systems poses significant challenges in request placement…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-18 Chen Chen , Zihan Jia , Andrea Sabbioni , Reza Farahani , Lei Jiao

In recent years, serverless computing, especially Function as a Service (FaaS), is rapidly growing in popularity as a cloud programming model. The serverless computing model provides an intuitive interface for developing cloud-based…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-10 Aristotelis Peri , Michail Tsenos , Vana Kalogeraki

Serverless functions provide elastic scaling and a fine-grained billing model, making Function-as-a-Service (FaaS) an attractive programming model. However, for distributed jobs that benefit from large-scale and dynamic parallelism, the…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-05-16 Marcin Copik , Roman Böhringer , Alexandru Calotoiu , Torsten Hoefler

Serverless computing, in particular the Function-as-a-Service (FaaS) execution model, has recently shown to be effective for running large-scale computations. However, little attention has been paid to highly-parallel applications with…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-07-01 Gerard Finol , Gerard París , Pedro García-López , Marc Sánchez-Artigas

Current proprietary and open-source serverless platforms follow opinionated, hardcoded scheduling policies to deploy the functions to be executed over the available workers. Such policies may decrease the performance and the security of the…

Programming Languages · Computer Science 2023-11-01 Giuseppe De Palma , Saverio Giallorenzo , Cosimo Laneve , 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
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