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Function-as-a-Service (FaaS) is a promising edge computing execution model but requires secure sandboxing mechanisms to isolate workloads from multiple tenants on constrained infrastructure. Although Docker containers are lightweight and…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-12-03 Felix Moebius , Tobias Pfandzelter , David Bermbach

In Function-as-a-Service (FaaS) serverless, large applications are split into short-lived stateless functions. Deploying functions is mutually profitable: users need not be concerned with resource management, while providers can keep their…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-11-14 Yuxuan Zhao , Weikang Weng , Rob van Nieuwpoort , Alexandru Uta

Despite its already widespread popularity, it continues to gain adoption. More and more developers and architects continue to adopt and apply the FaaS (Function as a Service) model in cloud solutions. The most extensively used FaaS service…

Software Engineering · Computer Science 2023-10-26 Juan Mera Menéndez , Martin Bartlett

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

The IoT area has grown significantly in the last few years and is expected to reach a gigantic amount of 50 billion devices by 2020. The appearance of serverless architectures, specifically highlighting FaaS, raises the question of the of…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-15 Duarte Pinto , João Pedro Dias , Hugo Sereno Ferreira

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

Some of the most powerful language models currently are proprietary systems, accessible only via (typically restrictive) web or software programming interfaces. This is the Language-Models-as-a-Service (LMaaS) paradigm. In contrast with…

FaaS offers significant advantages with its infrastructure abstraction, on-demand execution, and attractive no idle resource pricing for modern cloud applications. Despite these benefits, challenges such as startup latencies, static…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-11-11 Siddharth Agarwal , Maria A. Rodriguez , Rajkumar Buyya

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

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

The rapid digitization and the increasing use of emerging technologies such as AI models have significantly contributed to the emissions of computing infrastructure. Efforts to mitigate this impact typically focus on the infrastructure…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-29 Sebastian Werner , Mathis Kähler , Alireza Hakamian

With the increasing demand for high-performance and high-efficiency computing, cloud computing, especially serverless computing, has gradually become a research hotspot in recent years, attracting numerous research attention. Meanwhile,…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-05 Hanzhe Li , Bingchen Lin , Mengyuan Xu

Developers increasingly use function-as-a-service (FaaS) platforms for data-centric applications that perform low-latency and transactional operations on data, such as for microservices or web serving. Unfortunately, existing FaaS platforms…

Serverless computing is a new cloud service model that reduces both cloud providers' and consumers' costs through extremely agile development, operation, and charging mechanisms and has been widely applied since its emergence. Nevertheless,…

Cryptography and Security · Computer Science 2021-05-27 Xing Li , Xue Leng , Yan Chen

Serverless computing is a buzzword that is being used commonly in the world of technology and among developers and businesses. Using the Function-as-a-Service (FaaS) model of serverless, one can easily deploy their applications to the cloud…

Networking and Internet Architecture · Computer Science 2022-07-01 Akash Puliyadi Jegannathan , Rounak Saha , Sourav Kanti Addya

The increasing adoption of UAVs with advanced sensors and GPU-accelerated edge computing has enabled real-time AI-driven applications in fields such as precision agriculture, wildfire monitoring, and environmental conservation. However,…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-30 Suman Raj , Rajdeep Singh , Kautuk Astu , Yogesh Simmhan

Serverless clouds promise efficient scaling, reduced toil and monetary costs. Yet, serverless-ing a complex, legacy application might require major refactoring and thus is risky. As a case study, we use Airflow, an industry-standard…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-06-04 Filip Mikina , Pawel Zuk , Krzysztof Rzadca

Cloud-edge serverless applications or serverless deployments spanning multiple regions introduce the need to govern the scheduling of functions to satisfy their functional constraints or avoid performance degradation. For instance,…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-07-07 Giuseppe De Palma , Saverio Giallorenzo , Jacopo Mauro , Matteo Trentin , Gianluigi Zavattaro

Function-as-a-Service (FaaS) is emerging as an important cloud computing service model as it can improve the scalability and usability of a wide range of applications, especially Machine-Learning (ML) inference tasks that require scalable…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-03-13 Ming Zhao , Kritshekhar Jha , Sungho Hong

Serverless computing is increasingly popular because of the promise of lower cost and the convenience it provides to users who do not need to focus on server management. This has resulted in the availability of a number of proprietary and…

Performance · Computer Science 2019-12-16 Junfeng Li , Sameer G. Kulkarni , K. K. Ramakrishnan , Dan Li
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