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Function-as-a-Service (FaaS) offers a streamlined cloud computing paradigm, but existing centralized systems suffer from vendor lock-in and single points of failure. We propose DeFaaS, a decentralized FaaS system leveraging blockchain…

软件工程 · 计算机科学 2024-04-15 Rabimba Karanjai , Lei Xu , Lin Chen , Nour Diallo , Weidong Shi

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…

分布式、并行与集群计算 · 计算机科学 2023-03-13 Ming Zhao , Kritshekhar Jha , Sungho Hong

Existing serverless data analytics systems rely on external storage services like S3 for data shuffling and communication between cloud functions. While this approach provides the elasticity benefits of serverless computing, it incurs…

数据库 · 计算机科学 2024-04-23 Gang Liao , Amol Deshpande , Daniel J. Abadi

Federated Learning (FL) is emerging as a promising technology to build machine learning models in a decentralized, privacy-preserving fashion. Indeed, FL enables local training on user devices, avoiding user data to be transferred to…

机器学习 · 计算机科学 2020-11-19 Nicolas Kourtellis , Kleomenis Katevas , Diego Perino

HPC and Cloud have evolved independently, specializing their innovations into performance or productivity. Acceleration as a Service (XaaS) is a recipe to empower both fields with a shared execution platform that provides transparent access…

分布式、并行与集群计算 · 计算机科学 2024-01-10 Torsten Hoefler , Marcin Copik , Pete Beckman , Andrew Jones , Ian Foster , Manish Parashar , Daniel Reed , Matthias Troyer , Thomas Schulthess , Dan Ernst , Jack Dongarra

Function-as-a-Service (FaaS) is a growing cloud computing paradigm that is expected to reduce the user cost of service over traditional serverful approaches. However, the environmental impact of FaaS has not received much attention. We…

分布式、并行与集群计算 · 计算机科学 2024-10-17 Sirui Qi , Hayden Moore , Ninad Hogade , Dejan Milojicic , Cullen Bash , Sudeep Pasricha

Function as a Service (FaaS) is poised to become the foundation of the next generation of cloud systems due to its inherent advantages in scalability, cost-efficiency, and ease of use. However, challenges such as the need for specialized…

分布式、并行与集群计算 · 计算机科学 2025-08-21 Akiharu Esashi , Pawissanutt Lertpongrujikorn , Shinji Kato , Mohsen Amini Salehi

WebAssembly has emerged as a lightweight and portable runtime to execute serverless functions, particularly in heterogeneous and resource-constrained environments such as the Edge Cloud Continuum. However, the performance benefits versus…

分布式、并行与集群计算 · 计算机科学 2025-10-08 Cynthia Marcelino , Noah Krennmair , Thomas Pusztai , Stefan Nastic

Function-as-a-Service (FaaS) has recently emerged as a new cloud computing paradigm. It promises high utilization of data center resources through allocating resources on demand at per-function request granularity. High cold-start…

分布式、并行与集群计算 · 计算机科学 2021-09-29 Yue Tan , David Liu , Nanqinqin Li , Amit Levy

Function-as-a-Service (FaaS) has recently emerged to reduce the deployment cost of running cloud applications compared to Infrastructure-as-a-Service (IaaS). FaaS follows a serverless 'pay-as-you-go' computing model; it comes at a higher…

分布式、并行与集群计算 · 计算机科学 2021-10-29 Ali Raza , Zongshun Zhang , Nabeel Akhtar , Vatche Isahagian , Ibrahim Matta

Serverless computing has emerged as an attractive paradigm due to the efficiency of development and the ease of deployment without managing any underlying infrastructure. Nevertheless, serverless computing approaches face numerous…

分布式、并行与集群计算 · 计算机科学 2024-06-18 Emilian Simion , Yuandou Wang , Hsiang-ling Tai , Uraz Odyurt , Zhiming Zhao

Function-as-a-Service (FaaS) struggles with burst-parallel jobs due to needing multiple independent invocations to start a job. The lack of a group invocation primitive complicates application development and overlooks crucial aspects like…

分布式、并行与集群计算 · 计算机科学 2024-07-22 Daniel Barcelona-Pons , Aitor Arjona , Pedro García-López , Enrique Molina-Giménez , Stepan Klymonchuk

Function as a Service (FaaS) is a new cloud technology with automated resource management. Different from traditional cloud computing, each FaaS cloud function can only run a fixed period of time before being decommissioned. Furthermore,…

分布式、并行与集群计算 · 计算机科学 2022-03-22 Kim Long Ngo , Joydeep Mukherjee , Zhen Ming Jiang , Marin Litoiu

Serverless computing, particularly Function-as-a-Service (FaaS), has revolutionized cloud computing by abstracting infrastructure management and enabling dynamic resource allocation. This paper examines the performance and compatibility of…

分布式、并行与集群计算 · 计算机科学 2026-04-23 Ehsan Ataie , Mohammadreza Pooshani , Hossein Aqasizade

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…

分布式、并行与集群计算 · 计算机科学 2024-10-10 Aristotelis Peri , Michail Tsenos , Vana Kalogeraki

Function-as-a-Service is a novel type of cloud service used for creating distributed applications and utilizing computing resources. Application developer supplies source code of cloud functions, which are small applications or application…

分布式、并行与集群计算 · 计算机科学 2019-09-10 Maciej Pawlik , Kamil Figiela , Maciej Malawski

Exploding data volumes and velocities, new computational methods and platforms, and ubiquitous connectivity demand new approaches to computation in the sciences. These new approaches must enable computation to be mobile, so that, for…

分布式、并行与集群计算 · 计算机科学 2020-05-12 Ryan Chard , Yadu Babuji , Zhuozhao Li , Tyler Skluzacek , Anna Woodard , Ben Blaiszik , Ian Foster , Kyle Chard

Modern FaaS systems perform well in the case of repeat executions when function working sets stay small. However, these platforms are less effective when applied to more complex, large-scale and dynamic workloads. In this paper, we…

操作系统 · 计算机科学 2019-10-04 James Cadden , Thomas Unger , Yara Awad , Han Dong , Orran Krieger , Jonathan Appavoo

WebAssembly (Wasm) is a binary instruction format that enables portable, sandboxed, and near-native execution across heterogeneous platforms, making it well-suited for serverless workflow execution on browsers, edge nodes, and cloud…

分布式、并行与集群计算 · 计算机科学 2025-12-05 Mario Colosi , Reza Farahani , Lauri Loven , Radu Prodan , Massimo Villari

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…

编程语言 · 计算机科学 2021-03-12 Abhinav Jangda , Donald Pinckney , Yuriy Brun , Arjun Guha