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Related papers: Evaluating Function-as-a-Service (FaaS) frameworks…

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Growing data volumes and velocities are driving exciting new methods across the sciences in which data analytics and machine learning are increasingly intertwined with research. These new methods require new approaches for scientific…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-08-15 Ryan Chard , Tyler J. Skluzacek , Zhuozhao Li , Yadu Babuji , Anna Woodard , Ben Blaiszik , Steven Tuecke , Ian Foster , Kyle Chard

Function-as-a-Service (FaaS) computing is an emerging cloud computing paradigm for its ease-of-management and elasticity. However, optimizing scheduling for serverless functions remains challenging due to their dynamic and event-driven…

Software Engineering · Computer Science 2025-12-08 Zhuangbin Chen , Juzheng Zheng , Zibin Zheng

Cloud-based services with resources to be provisioned for consumers are increasingly the norm, especially with respect to Big data, spatiotemporal data mining and application services that impose a user's agreed Quality of Service (QoS)…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-02-07 John Olorunfemi Abe , Burak Berk Ustundaug

Serverless computing has grown in popularity in recent years, with an increasing number of applications being built on Functions-as-a-Service (FaaS) platforms. By default, FaaS platforms support retry-based fault tolerance, but this is…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-03-16 Vikram Sreekanti , Chenggang Wu , Saurav Chhatrapati , Joseph E. Gonzalez , Joseph M. Hellerstein , Jose M. Faleiro

Due to the increased number of parameters and data in the pre-trained model exceeding a certain level, a foundation model (e.g., a large language model) can significantly improve downstream task performance and emerge with some novel…

Artificial Intelligence · Computer Science 2023-11-13 Wensheng Gan , Shicheng Wan , Philip S. Yu

While the first generation of cloud computing systems mitigated the job of system administrators, the next generation of cloud computing systems is emerging to mitigate the burden for cloud developers -- facilitating the development of…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-25 Pawissanutt Lertpongrujikorn , Mohsen Amini Salehi

The assessment of source code in university education is a central and important task for lecturers of programming courses. In doing so, educators are confronted with growing numbers of students having increasingly diverse prerequisites, a…

Software Engineering · Computer Science 2023-06-09 Clemens Sauerwein , Tobias Antensteiner , Stefan Oppl , Iris Groher , Alexander Meschtscherjakov , Philipp Zech , Ruth Breu

The cloud computing is evolving as a key computing platform for sharing resources like infrastructure, platform, software etc. This has proven to be an essential requirement for extending many existing applications. Software as a service…

Software Engineering · Computer Science 2024-09-05 Mrs. Dhanamma Jagli , Sunita Mahajan , Dr. N. Subhash Chandra

The serverless computing model has evolved as one of the key solutions in the cloud for fast autoscaling and capacity planning. In edge computing environments, however, the serverless model is challenged by the system heterogeneity and…

Networking and Internet Architecture · Computer Science 2022-09-08 Francisco Carpio , Marc Michalke , Admela Jukan

Function-as-a-Service (FaaS) has raised a growing interest in how to "tame" serverless computing to enable domain-specific use cases such as data-intensive applications and machine learning (ML), to name a few. Recently, several systems…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-06-14 Pablo Gimeno Sarroca , Marc Sánchez-Artigas

In Function-as-a-Service (FaaS) serverless, large applications are split into short-lived stateless functions. Deploying functions is mutually profitable: users need not be concerned with resource management, while providers can keep their…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-11-14 Yuxuan Zhao , Weikang Weng , Rob van Nieuwpoort , Alexandru Uta

We present a framework for dynamic management of structured parallel processing skeletons on serverless platforms. Our goal is to bring HPC-like performance and resilience to serverless and continuum environments while preserving the…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-09 Lanpei Li , Massimo Coppola , Malio Li , Valerio Besozzi , Jack Bell , Vincenzo Lomonaco

Traditionally, the production efficiency of a factory floor is evaluated using non-real time objective functions. These are based on scheduling punctuality criteria such as 'earliness (a measure of finishing operations ahead of schedule)'…

Networking and Internet Architecture · Computer Science 2023-12-18 Daniel Philip Venmani , Fares Zerradi , Fatiha Hamma , Bruno Jahan , Kamal Singh

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

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

Despite the increasing adoption of Field-Programmable Gate Arrays (FPGAs) in compute clouds, there remains a significant gap in programming tools and abstractions which can leverage network-connected, cloud-scale, multi-die FPGAs to…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-02-05 Neha Prakriya , Yuze Chi , Suhail Basalama , Linghao Song , Jason Cong

Infrastructure as a service (IaaS) systems offer on demand virtual infrastructures so reliably and flexibly that users expect a high service level. Therefore, even with regards to internal IaaS behaviour, production clouds only adopt novel…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-04-25 Gabor Kecskemeti

Cloud computing is a Technology that has come out in the last decade and that is transforming the IT industry in huge. The Cloud computing is playing a vital role as a backbone component of the Internet of Things (IoT). In a Cloud Computing…

Software Engineering · Computer Science 2019-05-28 Dhanamma Jagli , Seema Purohit , N. Subhash Chandra

The increasing adoption of UAVs equipped with advanced sensors and GPU-accelerated edge computing has enabled real-time AI-driven applications in domains such as precision agriculture, wildfire monitoring, and environmental conservation.…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-03 Kautuk Astu , Suman Raj , Priyanshu Pansari , Yogesh Simmhan

The Operational Technology Platform as a Service (OTPaaS) initiative provides a structured framework for the efficient management and storage of data. It ensures excellent response times while improving security, reliability, data and…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-27 Carlos J Barrios , Yves Denneulin