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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

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

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…

Distributed, Parallel, and Cluster Computing · Computer Science 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…

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

Cloud computing, offering on-demand access to computing resources through the Internet and the pay-as-you-go model, has marked the last decade with its three main service models; Infrastructure as a Service (IaaS), Platform as a Service…

Networking and Internet Architecture · Computer Science 2023-12-29 Berat Can Senel , Maxime Mouchet , Justin Cappos , Olivier Fourmaux , Timur Friedman , Rick McGeer

A model of cloud services is emerging whereby a few trusted providers manage the underlying hardware and communications whereas many companies build on this infrastructure to offer higher level, cloud-hosted PaaS services and/or SaaS…

Cryptography and Security · Computer Science 2018-05-09 Thomas F. J. -M. Pasquier , Jatinder Singh , David Eyers , Jean Bacon

Serverless computing has emerged as a new paradigm for running short-lived computations in the cloud. Due to its ability to handle IoT workloads, there has been considerable interest in running serverless functions at the edge. However, the…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-05-03 Bin Wang , Ahmed Ali-Eldin , Prashant Shenoy

Cloud computing and Network Function Virtualization (NFV) are emerging as key technologies to overcome the challenges facing 4G and beyond mobile systems. Over the last few years, Platform-as-a-Service (PaaS) has gained momentum and has…

Networking and Internet Architecture · Computer Science 2016-08-25 Mohammad Abu-Lebdeh , Sami Yangui , Diala Naboulsi , Roch Glitho , Constant Wette Tchouati

In order to address the complexity and extensiveness of technology, Cloud Computing is utilized with four main service models. The most recent service model, function-as-a-service, enables developers to develop their application in a…

Networking and Internet Architecture · Computer Science 2019-01-03 Abolfazl Danayi , Saeed Sharifian

Multi-stage serverless applications, i.e., workflows with many computation and I/O stages, are becoming increasingly representative of FaaS platforms. Despite their advantages in terms of fine-grained scalability and modular development,…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-12-29 Zhuangzhuang Zhou , Yanqi Zhang , Christina Delimitrou

This paper releases and analyzes two new Huawei cloud serverless traces. The traces span a period of over 7 months with over 1.4 trillion function invocations combined. The first trace is derived from Huawei's internal workloads and…

Performance · Computer Science 2023-12-19 Artjom Joosen , Ahmed Hassan , Martin Asenov , Rajkarn Singh , Luke Darlow , Jianfeng Wang , Adam Barker

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-28 Varad Kulkarni , Vaibhav Jha , Nikhil Reddy , Anand Eswaran , Praveen Jayachandran , Yogesh Simmhan

Datacenters are witnessing a rapid surge in the adoption of serverless functions for microservices-based applications. A vast majority of these microservices typically span less than a second, have strict SLO requirements, and are chained…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-09-01 Jashwant Raj Gunasekaran , Prashanth Thinakaran , Nachiappan Chidambaram , Mahmut T. Kandemir , Chita R. Das

The evolution of cloud applications into loosely-coupled microservices opens new opportunities for hardware accelerators to improve workload performance. Existing accelerator techniques for cloud sacrifice the consolidation benefits of…

Networking and Internet Architecture · Computer Science 2021-06-14 Dionysios Diamantopoulos , Raphael Polig , Burkhard Ringlein , Mitra Purandare , Beat Weiss , Christoph Hagleitner , Mark Lantz , Francois Abel

The appeal of serverless (FaaS) has triggered a growing interest on how to use it in data-intensive applications such as ETL, query processing, or machine learning (ML). Several systems exist for training large-scale ML models on top of…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-05-18 Jiawei Jiang , Shaoduo Gan , Yue Liu , Fanlin Wang , Gustavo Alonso , Ana Klimovic , Ankit Singla , Wentao Wu , Ce Zhang

In traditional federated learning, a single global model cannot perform equally well for all clients. Therefore, the need to achieve the client-level fairness in federated system has been emphasized, which can be realized by modifying the…

Machine Learning · Computer Science 2025-10-09 Seok-Ju Hahn , Gi-Soo Kim , Junghye Lee

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…

We propose CFS, a distributed file system for large scale container platforms. CFS supports both sequential and random file accesses with optimized storage for both large files and small files, and adopts different replication protocols for…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-11-11 Haifeng Liu , Wei Ding , Yuan Chen , Weilong Guo , Shuoran Liu , Tianpeng Li , Mofei Zhang , Jianxing Zhao , Hongyin Zhu , Zhengyi Zhu

Serverless Computing is a computing paradigm that provides efficient infrastructure management and elastic scalability. Serverless functions scale up or down based on demand, which means that functions are not directly addressable and rely…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-12-05 Cynthia Marcelino , Jack Shahhoud , Stefan Nastic

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…