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The promise of ultimate elasticity and operational simplicity of serverless computing has recently lead to an explosion of research in this area. In the context of data analytics, the concept sounds appealing, but due to the limitations of…

Databases · Computer Science 2020-05-11 Ingo Müller , Renato Marroquín , Gustavo Alonso

This paper explores serverless cloud computing for double machine learning. Being based on repeated cross-fitting, double machine learning is particularly well suited to exploit the high level of parallelism achievable with serverless…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-04-21 Malte S. Kurz

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

Data processing systems are increasingly deployed in the cloud. While monolithic systems run fully on virtual servers, recent systems embrace cloud infrastructure and utilize the disaggregation of compute and storage to scale them…

Databases · Computer Science 2025-01-15 Thomas Bodner , Theo Radig , David Justen , Daniel Ritter , Tilmann Rabl

Serverless computing (also known as functions as a service) is a new cloud computing abstraction that makes it easier to write robust, large-scale web services. In serverless computing, programmers write what are called serverless…

Programming Languages · Computer Science 2021-03-12 Abhinav Jangda , Donald Pinckney , Yuriy Brun , Arjun Guha

Machine learning (ML) is an important part of modern data science applications. Data scientists today have to manage the end-to-end ML life cycle that includes both model training and model serving, the latter of which is essential, as it…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-03-02 Yuncheng Wu , Tien Tuan Anh Dinh , Guoyu Hu , Meihui Zhang , Yeow Meng Chee , Beng Chin Ooi

Serverless computing offers the potential to program the cloud in an autoscaling, pay-as-you go manner. In this paper we address critical gaps in first-generation serverless computing, which place its autoscaling potential at odds with…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-12-11 Joseph M. Hellerstein , Jose Faleiro , Joseph E. Gonzalez , Johann Schleier-Smith , Vikram Sreekanti , Alexey Tumanov , Chenggang Wu

Serverless computing is transforming cloud application development, but the performance-cost trade-offs of control plane designs remain poorly understood due to a lack of open, cross-platform benchmarks and detailed system analyses. In this…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-04 Leonid Kondrashov , Boxi Zhou , Hancheng Wang , Dmitrii Ustiugov

Serverless computing -- an emerging cloud-native paradigm for the deployment of applications and services -- represents an evolution in cloud application development, programming models, abstractions, and platforms. It promises a real…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-06-10 Paul Castro , Vatche Ishakian , Vinod Muthusamy , Aleksander Slominski

Serverless computing has become an important model in cloud computing and influenced the design of many applications. Here, we provide our perspective on how the recent landscape of serverless computing for scientific applications looks…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-06 Maciej Malawski , Bartosz Balis

Cloud service provider propose services to insensitive customers to use their platform. Different services can achieve the same result at different cost. In this paper, we study the efficiency of a serverless architecture for running highly…

Software Engineering · Computer Science 2019-01-15 Samuel Lavoie , Anthony Garant , Fabio Petrillo

Serverless computing has become a new trending paradigm in cloud computing, allowing developers to focus on the development of core application logic and rapidly construct the prototype via the composition of independent functions. With the…

Software Engineering · Computer Science 2023-02-07 Jinfeng Wen , Yi Liu , Zhenpeng Chen , Junkai Chen , Yun Ma

Recently, serverless computing has gained recognition as a leading cloud computing method. Providing a solution that does not require direct server and infrastructure management, this technology has addressed many traditional model problems…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-01-20 Mohsen Ghorbian , Mostafa Ghobaei-Arani

Serverless computing is an emerging cloud computing paradigm, being adopted to develop a wide range of software applications. It allows developers to focus on the application logic in the granularity of function, thereby freeing developers…

Software Engineering · Computer Science 2022-12-19 Jinfeng Wen , Zhenpeng Chen , Xin Jin , Xuanzhe Liu

The advent of serverless computing has revolutionized the landscape of cloud computing, offering a new paradigm that enables developers to focus solely on their applications rather than managing and provisioning the underlying…

Software Engineering · Computer Science 2023-11-23 Muhammad Hamza , Muhammad Azeem Akbar , Rafael Capilla

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

Serverless computing has become a major trend among cloud providers. With serverless computing, developers fully delegate the task of managing the servers, dynamically allocating the required resources, as well as handling availability and…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-08 Pascal Maissen , Pascal Felber , Peter Kropf , Valerio Schiavoni

The widespread deployment of large-scale, compute-intensive applications such as high-performance computing, artificial intelligence, and big data is leading to convergence between cloud and high-performance computing infrastructures. Cloud…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-15 Valerio Besozzi , Matteo Della Bartola , Patrizio Dazzi , Marco Danelutto

Serverless query processing has become increasingly popular due to its auto-scaling, high elasticity, and pay-as-you-go pricing. It allows cloud data warehouse (or lakehouse) users to focus on data analysis without the burden of managing…

Databases · Computer Science 2024-12-24 Haoqiong Bian , Dongyang Geng , Yunpeng Chai , Anastasia Ailamaki

Cloud-based serverless computing systems, either public or privately provisioned, aim to provide the illusion of infinite resources and abstract users from details of the allocation decisions. With the goal of providing a low cost and a…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-11-25 Chavit Denninnart
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