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Serverless computing, commonly offered as Function-as-a-Service, was initially designed for small, lean applications. However, there has been an increasing desire to run larger, more complex applications (what we call bulky applications) in…

分布式、并行与集群计算 · 计算机科学 2024-05-14 Zhiyuan Guo , Zachary Blanco , Junda Chen , Jinmou Li , Zerui Wei , Bili Dong , Ishaan Pota , Mohammad Shahrad , Harry Xu , Yiying Zhang

Serverless Computing brings advantages to the Edge-Cloud continuum, like simplified programming and infrastructure management. In composed workflows, where serverless functions need to exchange data constantly, serverless platforms rely on…

分布式、并行与集群计算 · 计算机科学 2025-05-02 Cynthia Marcelino , Stefan Nastic

Along with the rise of domain-specific computing (ASICs hardware) and domain-specific programming languages, we envision that the next step is the emergence of domain-specific cloud platforms. Developing such platforms for popular…

分布式、并行与集群计算 · 计算机科学 2023-10-02 Chavit Denninnart , Mohsen Amini Salehi

Serverless computing enables a new way of building and scaling cloud applications by allowing developers to write fine-grained serverless or cloud functions. The execution duration of a cloud function is typically short-ranging from a few…

操作系统 · 计算机科学 2022-09-08 Yuqi Fu , Li Liu , Haoliang Wang , Yue Cheng , Songqing Chen

The requirement of supporting both latency sensitive and computing intensive Internet of Things (IoT) applications is consistently boosting the necessity for integrating Edge, Fog and Cloud infrastructure. Although there are a number of…

分布式、并行与集群计算 · 计算机科学 2018-11-30 Shreshth Tuli , Redowan Mahmud , Shikhar Tuli , Rajkumar Buyya

FaaS allows an application to be decomposed into functions that are executed on a FaaS platform. The FaaS platform is responsible for the resource provisioning of the functions. Recently, there is a growing trend towards the execution of…

分布式、并行与集群计算 · 计算机科学 2021-07-22 Mohak Chadha , Anshul Jindal , Michael Gerndt

Serverless computing significantly alters software development by abstracting infrastructure management and enabling rapid, modular, event-driven deployments. Despite its benefits, the distinct characteristics of serverless functions, such…

软件工程 · 计算机科学 2025-09-05 Amine Barrak , Emna Ksontini , Ridouane Atike , Fehmi Jaafar

Cloud object storage such as AWS S3 is cost-effective and highly elastic but relatively slow, while high-performance cloud storage such as AWS ElastiCache is expensive and provides limited elasticity. We present a new cloud storage service…

分布式、并行与集群计算 · 计算机科学 2023-03-20 Jingyuan Zhang , Ao Wang , Xiaolong Ma , Benjamin Carver , Nicholas John Newman , Ali Anwar , Lukas Rupprecht , Dimitrios Skourtis , Vasily Tarasov , Feng Yan , Yue Cheng

Concurrent workloads often extract insights from high-throughput, real-time data streams. Existing stream processing engines isolate each query's resources, ensuring robust performance but incurring high infrastructure costs. In contrast,…

数据库 · 计算机科学 2026-03-23 Eleni Zapridou , Michael Koepf , Panagiotis Sioulas , Ioannis Mytilinis , Anastasia Ailamaki

Serverless computing has revolutionized cloud architectures by enabling developers to deploy event-driven applications via lightweight, self-contained virtualized containers. However, serverless frameworks face critical cold-start…

分布式、并行与集群计算 · 计算机科学 2025-02-19 Sabyasachi Gupta , Paul Gratz , John Lusher

Serverless computing is an emerging cloud paradigm with serverless functions at its core. While serverless environments enable software developers to focus on developing applications without the need to actively manage the underlying…

密码学与安全 · 计算机科学 2024-08-06 Danielle Lavi , Oleg Brodt , Dudu Mimran , Yuval Elovici , Asaf Shabtai

Agentic workflows that use autonomous AI Agents powered by Large Language Models (LLMs) and Model Context Protocol (MCP) servers is rapidly rising. This introduces challenges in scalable cloud deployment and state management. Traditional…

分布式、并行与集群计算 · 计算机科学 2026-01-28 Varad Kulkarni , Vaibhav Jha , Nikhil Reddy , Anand Eswaran , Praveen Jayachandran , Yogesh Simmhan

Modern cloud computing advances have been pressing application modernization in the last 15 years, stressing the need for application redesign towards the use of more distributed and ephemeral resources. From the initial IaaS and PaaS…

The most demanding tenants of shared clouds require complete isolation from their neighbors, in order to guarantee that their application performance is not affected by other tenants. Unfortunately, while shared clouds can offer an option…

分布式、并行与集群计算 · 计算机科学 2016-01-11 Eitan Zahavi , Alex Shpiner , Ori Rottenstreich , Avinoam Kolodny , Isaac Keslassy

Existing serverless workflow orchestration systems are predominantly designed for a single-cloud FaaS system, leading to vendor lock-in. This restricts performance optimization, cost reduction, and availability of applications. However,…

分布式、并行与集群计算 · 计算机科学 2026-04-07 Rui Li , Jianfei Liu , Zhilin Yang , Peichang Shi , Guodong Yi , Huaimin Wang

Serverless computing has seen rapid growth due to the ease-of-use and cost-efficiency it provides. However, function scheduling, a critical component of serverless systems, has been overlooked. In this paper, we take a first-principles…

分布式、并行与集群计算 · 计算机科学 2021-11-16 Kostis Kaffes , Neeraja J. Yadwadkar , Christos Kozyrakis

In this paper, we address the problem of supporting stateful workflows following a Function-as-a-Service (FaaS) model in edge networks. In particular we focus on the problem of data transfer, which can be a performance bottleneck due to the…

网络与互联网体系结构 · 计算机科学 2022-09-05 Claudio Cicconetti , Marco Conti , Andrea Passarella

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…

分布式、并行与集群计算 · 计算机科学 2022-07-01 Gerard Finol , Gerard París , Pedro García-López , Marc Sánchez-Artigas

Increased adoption of scientific workflows in the community has urged for the development of multi-tenant platforms that provide these workflow executions as a service. As a result, Workflow-as-a-Service (WaaS) concept has been created by…

分布式、并行与集群计算 · 计算机科学 2020-06-25 Muhammad H. Hilman , Maria A. Rodriguez , Rajkumar Buyya

As edge and fog computing become central to modern distributed systems, there's growing interest in combining serverless architectures with privacy-preserving machine learning techniques like federated learning (FL). However, current…

分布式、并行与集群计算 · 计算机科学 2025-07-08 Somayeh Sobati-M