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Data lakes have emerged as a flexible and scalable solution for storing and analyzing large volumes of heterogeneous data, including structured, semi-structured, and unstructured formats. Despite their growing adoption in both industry and…

Databases · Computer Science 2026-01-28 Yi Lyu , Pei-Chieh Lo , Natan Lidukhover

Since the appearance of Amazon Lambda in 2014, all major cloud providers have embraced the Function as a Service (FaaS) model, because of its enormous potential for a wide variety of applications. As expected (and also desired), the…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-28 Pedro García López , Marc Sánchez-Artigas , Gerard París , Daniel Barcelona Pons , Álvaro Ruiz Ollobarren , David Arroyo Pinto

Computer-Using Agents (CUAs) are rapidly extending large language models (LLMs) beyond text-based reasoning toward action execution in more complex environments, such as web browsers and graphical user interfaces (GUIs). However, existing…

Application energy efficiency can be improved by executing each application component on the compute element that consumes the least energy while also satisfying time constraints. In principle, the function as a service (FaaS) paradigm…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-06-26 Alok Kamatar , Valerie Hayot-Sasson , Yadu Babuji , Andre Bauer , Gourav Rattihalli , Ninad Hogade , Dejan Milojicic , Kyle Chard , Ian Foster

The need for scalable and efficient stream analysis has led to the development of many open-source streaming data processing systems (SDPSs) with highly diverging capabilities and performance characteristics. While first initiatives try to…

Databases · Computer Science 2019-06-27 Jeyhun Karimov , Tilmann Rabl , Asterios Katsifodimos , Roman Samarev , Henri Heiskanen , Volker Markl

Function-as-a-Service (FaaS) is a popular cloud computing model in which applications are implemented as work flows of multiple independent functions. While cloud providers usually offer composition services for such workflows, they do not…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-24 Natalie Carl , Trever Schirmer , Tobias Pfandzelter , David Bermbach

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

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

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

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

The serverless computing ecosystem is growing due to interest by software engineers. Beside Function-as-a-Service (FaaS) and Backend-as-a-Service (BaaS) systems, developer-oriented tools such as deployment and debugging frameworks as well…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-05-14 Josef Spillner

In this paper, we address the problem of supporting stateful workflows following a Function-as-a-Service (FaaS) model in edge networks. In particular we focus on the problem of data transfer, which can be a performance bottleneck due to the…

Networking and Internet Architecture · Computer Science 2022-09-05 Claudio Cicconetti , Marco Conti , Andrea Passarella

Cross-device Federated Analytics (FA) is a distributed computation paradigm designed to answer analytics queries about and derive insights from data held locally on users' devices. On-device computations combined with other privacy and…

The escalating influx of data generated by networked edge devices, coupled with the growing awareness of data privacy, has restricted the traditional data analytics workflow, where the edge data are gathered by a centralized server to be…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-04-08 Zibo Wang , Haichao Ji , Yifei Zhu , Dan Wang , Zhu Han

Applications that fuse machine learning and simulation can benefit from the use of multiple computing resources, with, for example, simulation codes running on highly parallel supercomputers and AI training and inference tasks on…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-12-04 Logan Ward , J. Gregory Pauloski , Valerie Hayot-Sasson , Ryan Chard , Yadu Babuji , Ganesh Sivaraman , Sutanay Choudhury , Kyle Chard , Rajeev Thakur , Ian Foster

Cloud computing has fundamentally transformed application development, yet a gap remains between the serverless promise of simplified deployment and its practical realization due to fragmentation across function runtimes, state management,…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-30 Pawissanutt Lertpongrujikorn

Function as a Service (FaaS) is a new cloud technology with automated resource management. Different from traditional cloud computing, each FaaS cloud function can only run a fixed period of time before being decommissioned. Furthermore,…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-03-22 Kim Long Ngo , Joydeep Mukherjee , Zhen Ming Jiang , Marin Litoiu

The metadata service (MDS) sits on the critical path for distributed file system (DFS) operations, and therefore it is key to the overall performance of a large-scale DFS. Common "serverful" MDS architectures, such as a single server or…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-06-22 Benjamin Carver , Runzhou Han , Jingyaun Zhang , Mai Zheng , Yue Cheng

The rapid development of Internet of Things (IoT) technology has led to growing concerns about data security and user privacy in the interactions within distributed systems. Decentralized Applications (DApps) in distributed systems consist…

Cryptography and Security · Computer Science 2026-01-13 Xiangyu Liu , Brian Lee , Yuansong Qiao

Function-as-a-Service (FaaS) is a type of serverless computing that allows developers to write and deploy code as individual functions, which can be triggered by specific events or requests. FaaS platforms automatically manage the…