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Function-as-a-Service (FaaS) platforms and "serverless" cloud computing are becoming increasingly popular. Current FaaS offerings are targeted at stateless functions that do minimal I/O and communication. We argue that the benefits of…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-07-28 Vikram Sreekanti , Chenggang Wu , Xiayue Charles Lin , Johann Schleier-Smith , Jose M. Faleiro , Joseph E. Gonzalez , Joseph M. Hellerstein , Alexey Tumanov

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-09-10 Maciej Pawlik , Kamil Figiela , Maciej Malawski

Resource scheduling in infrastructure as a service (IaaS) is one of the keys for large-scale Cloud applications. Extensive research on all issues in real environment is extremely difficult because it requires developers to consider network…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-08-27 Wenhong Tian , Minxian Xu , Aiguo Chen , Guozhong Li , Xinyang Wang , Yu Chen

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-08-21 Akiharu Esashi , Pawissanutt Lertpongrujikorn , Shinji Kato , Mohsen Amini Salehi

Software as a service (SaaS) has recently enjoyed much attention as it makes the use of software more convenient and cost-effective. At the same time, the arising of users' expectation for high quality service such as real-time information…

Software Engineering · Computer Science 2016-04-13 Feng-Lin Li , Chi-Hung Chi , Yue Wang , Cong Liu

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

We present a framework for performance optimization in serverless edge-cloud platforms using dynamic task placement. We focus on applications for smart edge devices, for example, smart cameras or speakers, that need to perform processing…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-05-21 Anirban Das , Shigeru Imai , Mike P. Wittie , Stacy Patterson

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

Running microbenchmark suites often and early in the development process enables developers to identify performance issues in their application. Microbenchmark suites of complex applications can comprise hundreds of individual benchmarks…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-30 Trever Schirmer , Tobias Pfandzelter , David Bermbach

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…

Machine Learning · Computer Science 2020-11-19 Nicolas Kourtellis , Kleomenis Katevas , Diego Perino

Serverless computing is an excellent fit for big data processing because it can scale quickly and cheaply to thousands of parallel functions. Existing serverless platforms isolate functions in ephemeral, stateless containers, preventing…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-22 Simon Shillaker , Peter Pietzuch

Serverless architectures, particularly the Function as a Service (FaaS) model, have become a cornerstone of modern cloud computing due to their ability to simplify resource management and enhance application deployment agility. However, a…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-04-16 Alexandre Savi Fayam Mbala Mouen , Jerry Lacmou Zeutouo , Vianney Kengne Tchendji

Serverless computing is transforming cloud application development, but the performance-cost trade-offs of control plane designs remain poorly understood due to a lack of open, cross-platform benchmarks and detailed system analyses. In this…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-04 Leonid Kondrashov , Boxi Zhou , Hancheng Wang , Dmitrii Ustiugov

Serverless computing promises convenient abstractions for developing and deploying functions that execute in response to events. In such Function-as-a-Service (FaaS) platforms, scheduling is an integral task, but current scheduling…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-08 Saman Akbari , Manfred Hauswirth

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…

Software Engineering · Computer Science 2025-09-05 Amine Barrak , Emna Ksontini , Ridouane Atike , Fehmi Jaafar

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 enables developers to deploy code without managing infrastructure, but suffers from cold start overhead when initializing new function instances. Existing solutions such as "keep-alive" or "pre-warming" are costly and…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-31 Saman Akbari , Manfred Hauswirth

In cloud event processing, data generated at the edge is processed in real-time by cloud resources. Both distributed stream processing (DSP) and Function-as-a-Service (FaaS) have been proposed to implement such event processing…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-08-15 Tobias Pfandzelter , Sören Henning , Trever Schirmer , Wilhelm Hasselbring , David Bermbach

In FaaS, users invoke remote functions, which encapsulate service(s). These functions typically need to remotely access a persistent state via external services: this makes the paradigm less attractive in edge systems, especially for IoT…

Networking and Internet Architecture · Computer Science 2022-09-12 Carlo Puliafito , Claudio Cicconetti , Marco Conti , Enzo Mingozzi , Andrea Passarella

Serverless functions are a cloud computing paradigm where the provider takes care of resource management tasks such as resource provisioning, deployment, and auto-scaling. The only resource management task that developers are still in…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-06-08 Simon Eismann , Long Bui , Johannes Grohmann , Cristina L. Abad , Nikolas Herbst , Samuel Kounev
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