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The Industry 4.0 revolution has been made possible via AI-based applications (e.g., for automation and maintenance) deployed on the serverless edge (aka fog) computing platforms at the industrial sites -- where the data is generated.…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-01-17 Razin Farhan Hussain , Mohsen Amini Salehi

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

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

Modern FaaS systems perform well in the case of repeat executions when function working sets stay small. However, these platforms are less effective when applied to more complex, large-scale and dynamic workloads. In this paper, we…

Operating Systems · Computer Science 2019-10-04 James Cadden , Thomas Unger , Yara Awad , Han Dong , Orran Krieger , Jonathan Appavoo

5G and beyond support the deployment of vertical applications, which is particularly appealing in combination with network slicing and edge computing to create a logically isolated environment for executing customer services. Even if…

Networking and Internet Architecture · Computer Science 2024-05-08 Claudio Cicconetti , Raffaele Bruno , Andrea Passarella

Serverless computing eliminates infrastructure management overhead but introduces significant challenges regarding cold start latency and resource utilization. Traditional static resource allocation often leads to inefficiencies under…

Artificial Intelligence · Computer Science 2026-04-08 Zeyu Wang , Cuiqianhe Du , Renyue Zhang , Kejian Tong , Qi He , Qiyuan Tian

Serverless computing systems are becoming very popular. Large corporations such as Netflix, Airbnb, and Coca-Cola use such systems for running their websites and IT systems. The advantages of such systems include superior support for…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-03-14 Abhisek Panda , Smruti R. Sarangi

Due to the high scalability, infrastructure management, and pay-per-use pricing model, serverless computing has been adopted in a wide range of applications such as real-time data processing, IoT, and AI-related workflows. However,…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-05-01 Cynthia Marcelino , Sebastian Gollhofer-Berger , Thomas Pusztai , Stefan Nastic

Cloud computing has achieved great success in modern IT industry as an excellent computing paradigm due to its flexible management and elastic resource sharing. To date, cloud computing takes an irrepalceable position in our socioeconomic…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-03-17 Pengfei Chen , Yong Qi , Peipei Wang , Li Su , Xinyi Li

The event-driven and elastic nature of serverless runtimes makes them a very efficient and cost-effective alternative for scaling up computations. So far, they have mostly been used for stateless, data parallel and ephemeral computations.…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-11 Arda Aytekin , Mikael Johansson

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

Cloud Service Providers deliver their products in form of 'as-a-Service', which are typically categorized by the level of abstraction. This approach hides the implementation details and shows only functionality to the user. However, the…

Performance · Computer Science 2019-05-29 Roland Pellegrini , Igor Ivkic , Markus Tauber

Serverless computing has redefined cloud application deployment by abstracting infrastructure and enabling on-demand, event-driven execution, thereby enhancing developer agility and scalability. However, maintaining consistent application…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-01 Chanh Nguyen , Erik Elmroth , Monowar Bhuyan

Elasticity is fundamental to cloud computing, as it enables quickly allocating resources to match the demand of each workload as it arrives, rather than pre-provisioning resources to meet performance objectives. However, even serverless…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-28 Tom Kuchler , Pinghe Li , Yazhuo Zhang , Lazar Cvetković , Boris Goranov , Tobias Stocker , Leon Thomm , Simone Kalbermatter , Tim Notter , Andrea Lattuada , Ana Klimovic

The serverless and functions as a service (FaaS) paradigms are currently trending among cloud providers and are now increasingly being applied to the network edge, and to the Internet of Things (IoT) devices. The benefits include reduced…

Networking and Internet Architecture · Computer Science 2021-03-23 Pekka Karhula , Jan Janak , Henning Schulzrinne

We present an Edge-as-a-Service (EaaS) platform for realising distributed cloud architectures and integrating the edge of the network in the computing ecosystem. The EaaS platform is underpinned by (i) a lightweight discovery protocol that…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-10-30 Blesson Varghese , Nan Wang , Jianyu Li , Dimitrios S. Nikolopoulos

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 computing has recently experienced significant adoption by several applications, especially Internet of Things (IoT) applications. In serverless computing, rather than deploying and managing dedicated virtual machines, users are…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-11-27 Tarek Elgamal , Atul Sandur , Klara Nahrstedt , Gul Agha

Multi-cloud computing is a promising paradigm to support very large scale world wide distributed applications. Multi-cloud computing is the usage of multiple, independent cloud environments, which assumed no priori agreement between cloud…

Software Engineering · Computer Science 2014-07-09 Fawaz Paraiso , Philippe Merle , Lionel Seinturier

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
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