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Efficient on-device neural network (NN) inference offers predictable latency, improved privacy and reliability, and lower operating costs for vendors than cloud-based inference. This has sparked recent development of microcontroller-scale…

Machine Learning · Computer Science 2025-11-03 Josh Millar , Yushan Huang , Sarab Sethi , Hamed Haddadi , Anil Madhavapeddy

As cloud providers push multi-tenancy to new levels to meet growing scalability demands, ensuring that externally developed untrusted microservices will preserve tenant isolation has become a high priority. Developers, in turn, lack a means…

Cryptography and Security · Computer Science 2021-06-21 Marcela S. Melara , Mic Bowman

Software modernisation through the migration from monolithic architectures to microservices has become increasingly critical, yet identifying effective service boundaries remains a complex and unresolved challenge. Although numerous…

[Context] The adoption of micro-frontends architectures has gained traction as a promising approach to enhance modularity, scalability, and maintainability of web applications. [Goal] The primary aim of this research is to investigate the…

Software Engineering · Computer Science 2024-07-23 Fabio Antunes , Maria Julia Dias Lima , Marco Antônio Pereira Araújo , Davide Taibi , Marcos Kalinowski

When optimizing software for the cloud, monolithic applications need to be partitioned into many smaller *microservices*. While many tools have been proposed for this task, we warn that the evaluation of those approaches has been…

Software Engineering · Computer Science 2021-08-11 Rahul Yedida , Rahul Krishna , Anup Kalia , Tim Menzies , Jin Xiao , Maja Vukovic

Stream processing is a computing paradigm that supports real-time data processing for a wide variety of applications. At Meta, it's used across the company for various tasks such as deriving product insights, providing and improving user…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-09 Animesh Dangwal , Yufeng Jiang , Charlie Arnold , Jun Fan , Mohamed Bassem , Aish Rajagopal

While cluster computing frameworks are continuously evolving to provide real-time data analysis capabilities, Apache Spark has managed to be at the forefront of big data analytics for being a unified framework for both, batch and stream…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-04-29 Ahsan Javed Awan , Mats Brorsson , Vladimir Vlassov , Eduard Ayguade

The rapid growth of data-intensive applications such as generative AI, scientific simulations, and large-scale analytics is driving modern supercomputers and data centers toward increasingly heterogeneous and tightly integrated…

Context: Microservices running and being powered by Edge Computing have been gaining much attention in the industry and academia. Since 2014, when Martin Fowler popularized the Microservice term, many studies have been published relating…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-01-25 Lucas Fernando Souza de Castro , Sandro Rigo

Next-generation supercomputers will feature more hierarchical and heterogeneous memory systems with different memory technologies working side-by-side. A critical question is whether at large scale existing HPC applications and emerging…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-04-27 Ivy Bo Peng , Stefano Markidis , Erwin Laure , Gokcen Kestor , Roberto Gioiosa

The architectural style of microservices has been gaining popularity in recent years. In this architectural style, small and loosely coupled modules are deployed and scaled independently to compose cloud-native applications. Carrier-grade…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-12-29 Leila Abdollahi Vayghan , Mohamed Aymen Saied , Maria Toeroe , Ferhat Khendek

The dramatic development of cloud and edge computing allows for better Quality of Service (QoS) in many scenarios by deploying services on cloud and edge servers. Microservice technology is also adopted in these scenarios to decompose…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-12-23 Xiang He , Teng Wang , Lei Liu , Jianan Li , Zihang Su , Yingming Guo , Zhiying Tu , Hanchuan Xu , Zhongjie Wang

Microservice architectures have become a popular approach for designing scalable distributed applications. Despite their extensive use in industrial settings for over a decade, there is limited understanding of the data management…

Databases · Computer Science 2025-04-29 Rodrigo Laigner , Zhexiang Zhang , Yijian Liu , Leonardo Freitas Gomes , Yongluan Zhou

Recent studies show the increasing popularity of distributed cloud applications, which are composed of multiple microservices. Besides their known benefits, microservice architecture also enables to mix and match cloud applications and…

Networking and Internet Architecture · Computer Science 2018-01-31 Hadi Razzaghi Kouchaksaraei , Holger Karl

Context: Container data types are ubiquitous in computer programming, enabling developers to efficiently store and process collections of data with an easy-to-use programming interface. Many programming languages offer a variety of…

Programming Languages · Computer Science 2023-02-21 Xueying Qin , Liam O'Connor , Michel Steuwer

Cloud computing recently developed into a viable alternative to on-premises systems for executing high-performance computing (HPC) applications. With the emergence of new vendors and hardware options, there is now a growing need to…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-12-14 Mohammad Mohammadi , Timur Bazhirov

It is well recognized that design patterns improve system development and maintenance in many aspects. While we commonly recognize these patterns in monolithic systems, many patterns emerged for cloud computing, specifically microservices.…

Software Engineering · Computer Science 2022-05-23 Alexander Bakhtin , Abdullah Al Maruf , Tomas Cerny , Davide Taibi

Microservices emerged as a popular architectural style over the last decade. Although microservices are designed to be self-contained, they must communicate to realize business capabilities, creating dependencies among their data and…

Software Engineering · Computer Science 2024-08-02 Rodrigo Laigner , Ana Carolina Almeida , Wesley K. G. Assunção , Yongluan Zhou

Microservice is a way of splitting the logic of an application into small blocks that can be run on different computing units and used by other applications. It has been successful for cloud applications and is now increasingly used for…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-08-27 Klervie Toczé , Simin Nadjm-Tehrani

Cloud-native Applications are 'distributed, elastic and horizontal-scalable systems composed of (micro)services which isolate states in a minimum of stateful components'. Hence, an important property is to ensure a low coupling and a high…

Software Engineering · Computer Science 2024-11-19 Sebastiano Panichella , Mohammad Imranur Rahman , Davide Taibi
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