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Rapid Large Language Model (LLM) advancements are fueling autonomous Multi-Agent System (MAS) development. However, current frameworks often lack flexibility, resource awareness, model diversity, and autonomous tool creation. This paper…

Multiagent Systems · Computer Science 2025-06-06 Kunal Pai , Parth Shah , Harshil Patel

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

Choreographic Programming (CP) is a language paradigm whereby software artefacts, called choreographies, specify the behaviour of communicating participants. CP is famous for its correctness-by-construction approach to the development of…

Programming Languages · Computer Science 2024-06-14 Giuseppe De Palma , Saverio Giallorenzo , Jacopo Mauro , Matteo Trentin , Gianluigi Zavattaro

Serverless computing offers elastic scaling and pay-per-use execution, making it well-suited for AI workloads. As these workloads run in heterogeneous environments such as the Edge-Cloud-Space 3D Continuum, they often require intensive…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-11-19 Maximilian Reisecker , Cynthia Marcelino , Thomas Pusztai , Stefan Nastic

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

Existing serverless data analytics systems rely on external storage services like S3 for data shuffling and communication between cloud functions. While this approach provides the elasticity benefits of serverless computing, it incurs…

Databases · Computer Science 2024-04-23 Gang Liao , Amol Deshpande , Daniel J. Abadi

Serverless computing has revolutionized cloud architectures by enabling developers to deploy event-driven applications via lightweight, self-contained virtualized containers. However, serverless frameworks face critical cold-start…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-02-19 Sabyasachi Gupta , Paul Gratz , John Lusher

Serverless applications can be particularly difficult to troubleshoot, as these applications are often composed of various managed and partly managed services. Faults are often unpredictable and can occur at multiple points, even in simple…

Software Engineering · Computer Science 2024-07-16 Maria C. Borges , Sebastian Werner , Ahmet Kilic

The serverless scheduling problem poses a new challenge to Cloud service platform providers because it is rather a job scheduling problem than a traditional resource allocation or request load balancing problem. Traditionally, elastic cloud…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-09-18 Manuel Stein

Current proprietary and open-source serverless platforms follow opinionated, hardcoded scheduling policies to deploy the functions to be executed over the available workers. Such policies may decrease the performance and the security of the…

Programming Languages · Computer Science 2023-11-01 Giuseppe De Palma , Saverio Giallorenzo , Cosimo Laneve , Jacopo Mauro , Matteo Trentin , Gianluigi Zavattaro

The Function-as-a-Service (FaaS) paradigm has a lot of potential as a computing model for fog environments comprising both cloud and edge nodes. When the request rate exceeds capacity limits at the edge, some functions need to be offloaded…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-03-05 David Bermbach , Setareh Maghsudi , Jonathan Hasenburg , Tobias Pfandzelter

Serverless computing that runs functions with auto-scaling is a popular task execution pattern in the cloud-native era. By connecting serverless functions into workflows, tenants can achieve complex functionality. Prior researches adopt the…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-05-01 Zijun Li , Chuhao Xu , Quan Chen , Jieru Zhao , Chen Chen , Minyi Guo

Spatial data analytics systems are widely studied in both the academia and industry. However, existing systems are limited when handling a large number of moving objects and real time spatial queries. In this work, we architect a scalable…

Databases · Computer Science 2025-11-13 Jiaping Cao , Ting Sun , Man Lung Yiu , Xiao Yan , Bo Tang

"Application-platform co-design" refers to the phenomenon of new platforms being created in response to changing application needs, followed by application design and development changing due to the emergence (and the specifics,…

Software Engineering · Computer Science 2021-11-02 Sebastian Werner , Stefan Tai

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

Serverless computing has seen rapid adoption due to its high scalability and flexible, pay-as-you-go billing model. In serverless, developers structure their services as a collection of functions, sporadically invoked by various events like…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-02-09 Dmitrii Ustiugov , Plamen Petrov , Marios Kogias , Edouard Bugnion , Boris Grot

The proliferation of edge devices and the rapid growth of IoT data have called forth the edge computing paradigm. Function-as-a-service (FaaS) is a promising computing paradigm to realize edge computing. This paper explores the feasibility…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-07-14 Runyu Jin , Qirui Yang , Ming Zhao

As future tasks in networked systems are increasingly relying on collaborative execution among distributed devices, trust has become an essential tool for securing both reliable collaborators and task-specific resources. However, the…

Systems and Control · Electrical Eng. & Systems 2026-04-09 Botao Zhu , Xianbin Wang

Most cloud platforms have a Function-as-a-Service (FaaS) offering that enables users to easily write highly scalable applications. To better understand how the platform's architecture impacts its performance, we present a research-focused…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-08-01 Trever Schirmer , David Bermbach

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