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Related papers: Stateful Function-as-a-Service at the Edge

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Cloud computing with its three key facets (i.e., IaaS, PaaS, and SaaS) and its inherent advantages (e.g., elasticity and scalability) still faces several challenges. The distance between the cloud and the end devices might be an issue for…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-11-03 Carla Mouradian , Diala Naboulsi , Sami Yangui , Roch H. Glitho , Monique J. Morrow , Paul A. Polakos

Serverless computing is a growing and maturing field that is the focus of much research, industry interest and adoption. Previous works exploring Functions-as-a-Service providers have focused primarily on the most well known providers AWS…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-09-04 Nnamdi Ekwe-Ekwe , Lucas Amos

Most cloud platforms have a Function-as-a-Service (FaaS) offering that enables users to easily write highly scalable applications. To better understand how the platform's architecture impacts its performance, we present a research-focused…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-08-01 Trever Schirmer , David Bermbach

Foundation models (FMs) unlock unprecedented multimodal and multitask intelligence, yet their cloud-centric deployment precludes real-time responsiveness and compromises user privacy. Meanwhile, monolithic execution at the edge remains…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-28 Juan Zhu , Zixin Wang , Shenghui Song , Jun Zhang , Khaled Ben Letaief

Modern HPC workload managers and their careful tuning contribute to the high utilization of HPC clusters. However, due to inevitable uncertainty it is impossible to completely avoid node idleness. Although such idle slots are usually too…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-11-03 Bartłomiej Przybylski , Maciej Pawlik , Paweł Żuk , Bartłomiej Łagosz , Maciej Malawski , Krzysztof Rzadca

Function-as-a-Service (FaaS) is one of the most promising directions for the future of cloud services, and serverless functions have immediately become a new middleware for building scalable and cost-efficient microservices and…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-07-05 Marcin Copik , Grzegorz Kwasniewski , Maciej Besta , Michal Podstawski , Torsten Hoefler

Function-as-a-Service (FaaS) is a popular cloud computing model in which applications are implemented as work flows of multiple independent functions. While cloud providers usually offer composition services for such workflows, they do not…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-24 Natalie Carl , Trever Schirmer , Tobias Pfandzelter , David Bermbach

This project aims to study the feasibility and cost-effectiveness of using edge computing for stream data processing in the context of Internet of Things (IoT) in manufacturing in Europe. Two scenarios were considered: using edge computing…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-03-01 Federico Ruilova , Aleksandar Yonchev

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

Cloud computing has achieved great success in modern IT industry as an excellent computing paradigm due to its flexible management and elastic resource sharing. To date, cloud computing takes an irrepalceable position in our socioeconomic…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-03-17 Pengfei Chen , Yong Qi , Peipei Wang , Li Su , Xinyi Li

The serverless cloud computing model offers a framework where the service provider abstracts the underlying infrastructure management from developers. In this serverless model, FaaS provides an event-driven, function-oriented computing…

Software Engineering · Computer Science 2025-10-06 Siddharth Agarwal , Maria A. Rodriguez , Rajkumar Buyya

Dynamic offloading of Machine Learning (ML) model partitions across different resource orchestration services, such as Function-as-a-Service (FaaS) and Infrastructure-as-a-Service (IaaS), can balance processing and transmission delays while…

Machine Learning · Computer Science 2025-11-03 Zongshun Zhang , Ibrahim Matta

Cloud-based Artificial Intelligence (AI) inference is increasingly latency- and context-sensitive, yet today's AI-as-a-Service is typically consumed as an application-chosen endpoint, leaving the network to provide only best-effort…

Networking and Internet Architecture · Computer Science 2026-02-19 Mohaned Chraiti , Merve Saimler

With the pervasiveness of IoT devices, smart-phones and improvement of location-tracking technologies huge volume of heterogeneous geo-tagged (location specific) data is generated which facilitates several location-aware services. The…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-12-20 Shreya Ghosh , Soumya Ghosh

We describe a novel architecture that combines the simplicity of RESTful architecture with the power of functional programming for delivering web-services. Although, RESTful architecture has been quite useful in simplifying the development…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-07-19 Gopi Krishna Suvanam

In a world, where complexity increases on a daily basis the Function-as-a-Service (FaaS) cloud model seams to take countermeasures. In comparison to other cloud models, the fast evolving FaaS increasingly abstracts the underlying…

Software Engineering · Computer Science 2019-05-20 Roland Pellegrini , Igor Ivkic , Markus Tauber

Serverless computing has rapidly grown following the launch of Amazon's Lambda platform. Function-as-a-Service (FaaS) a key enabler of serverless computing allows an application to be decomposed into simple, standalone functions that are…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-03-11 Anshul Jindal , Michael Gerndt , Mohak Chadha , Vladimir Podolskiy , Pengfei Chen

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

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

Mobility as a Service (MaaS) applies the everything-as-a-service paradigm of Cloud Computing to transportation: a MaaS provider offers to its users the dynamic composition of solutions of different travel agencies into a single, consistent…

Cryptography and Security · Computer Science 2016-09-22 Franco Callegati , Saverio Giallorenzo , Andrea Melis , Marco Prandini
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