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Deep learning driven by large neural network models is overtaking traditional machine learning methods for understanding unstructured and perceptual data domains such as speech, text, and vision. At the same time, the "as-a-Service"-based…

Serverless execution and most notably the Function as a Service (FaaS) model got quite some attention during the recent years. As of today, all commercial and open source implementations follow the common practice of keeping the execution…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-06-02 Dániel Géhberger , Dávid Kovács

Serverless computing has emerged as a promising alternative to infrastructure- (IaaS) and platform-as-a-service (PaaS)cloud platforms for applications with ample parallelism and intermittent activity. Serverless promises greater resource…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-01-03 Shannon Joyner , Michael MacCoss , Christina Delimitrou , Hakim Weatherspoon

Serverless computing has made it easier than ever to deploy applications over scalable cloud resources, all the while driving higher utilization for cloud providers. While this technique has worked well for easily divisible resources like…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-12-19 Nathan Pemberton , Anton Zabreyko , Zhoujie Ding , Randy Katz , Joseph Gonzalez

The exponential growth of Internet of Things (IoT) has given rise to a new wave of edge computing due to the need to process data on the edge, closer to where it is being produced and attempting to move away from a cloud-centric…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-15 Hamza Javed , Adel N. Toosi , Mohammad S. Aslanpour

The IoT area has grown significantly in the last few years and is expected to reach a gigantic amount of 50 billion devices by 2020. The appearance of serverless architectures, specifically highlighting FaaS, raises the question of the of…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-15 Duarte Pinto , João Pedro Dias , Hugo Sereno Ferreira

Though Explainable AI (XAI) has made significant advancements, its inclusion in edge and IoT systems is typically ad-hoc and inefficient. Most current methods are "coupled" in such a way that they generate explanations simultaneously with…

Machine Learning · Computer Science 2026-05-26 Samaresh Kumar Singh , Joyjit Roy

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

Serverless computing paradigm has become more ingrained into the industry, as it offers a cheap alternative for application development and deployment. This new paradigm has also created new kinds of problems for the developer, who needs to…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-07-14 Gor Safaryan , Anshul Jindal , Mohak Chadha , Michael Gerndt

The next generation of PaaS technology accomplishes the true promise of object-oriented and 4GLs development with less effort. Now PaaS is becoming one of the core technical services for application development organizations. PaaS offers a…

Computers and Society · Computer Science 2018-03-22 Robail Yasrab

Serverless computing has seen a myriad of work exploring its potential. Some systems tackle Function-as-a-Service (FaaS) properties on automatic elasticity and scale to run highly-parallel computing jobs. However, they focus on specific…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-06-16 Daniel Barcelona-Pons , Pedro García-López

This paper explores the architecture of Software as a Service (SaaS) platforms, emphasizing scalability and maintainability. SaaS, a flexible software distribution model suitable for individuals and organizations, has become prevalent with…

Software Engineering · Computer Science 2024-03-11 Ardy Dedase

Global corporations (e.g., Google and Microsoft) have recently introduced a new model of cloud services, fuzzing-as-a-service (FaaS). Despite effectively alleviating the cost of fuzzing, the model comes with privacy concerns. For example,…

Cryptography and Security · Computer Science 2019-09-26 Fan Sang , Daehee Jang , Ming-Wei Shih , Taesoo Kim

The increasing use of Internet of Things devices coincides with more communication and data movement in networks, which can exceed existing network capabilities. These devices often process sensor or user information, where data privacy and…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-03-29 Daniel Habenicht , Kevin Kreutz , Soeren Becker , Jonathan Bader , Lauritz Thamsen , Odej Kao

As cloud computing is increasingly transforming the information technology landscape, organizations and businesses are exhibiting strong interest in Software-as-a-Service (SaaS) offerings that can help them increase business agility and…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-06-11 Elarbi Badidi

Evaluation in empirical computer science is essential to show progress and assess technologies developed. Several research domains such as information retrieval have long relied on systematic evaluation to measure progress: here, the…

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

In this paper we describe the architecture of a Platform as a Service (PaaS) oriented to computing and data analysis. In order to clarify the choices we made, we explain the features using practical examples, applied to several known usage…

AWS Lambda is a serverless event-driven compute service, part of a category of cloud compute offerings sometimes called Function-as-a-service (FaaS). When we first released AWS Lambda, functions were limited to 250MB of code and…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-05-25 Marc Brooker , Mike Danilov , Chris Greenwood , Phil Piwonka

The networking industry, compared to the compute industry, has been slow in evolving from a closed ecosystem with limited abstractions to a more open ecosystem with well-defined sophisticated high level abstractions. This has resulted in an…

Networking and Internet Architecture · Computer Science 2016-06-13 Junaid Qadir , Nadeem Ahmed , Faqir Zarrar Yousaf , Ali Taqweem
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