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The Function-as-a-service (FaaS) computing model has recently seen significant growth especially for highly scalable, event-driven applications. The easy-to-deploy and cost-efficient fine-grained billing of FaaS is highly attractive to big…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-11 Yuze Li , Kevin Assogba , Abhijit Tripathy , Moiz Arif , M. Mustafa Rafique , Ali R. Butt , Dimitrios Nikolopoulos

With the increasing demand for high-performance and high-efficiency computing, cloud computing, especially serverless computing, has gradually become a research hotspot in recent years, attracting numerous research attention. Meanwhile,…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-05 Hanzhe Li , Bingchen Lin , Mengyuan Xu

This paper explores resource allocation in serverless cloud computing platforms and proposes an optimization approach for autoscaling systems. Serverless computing relieves users from resource management tasks, enabling focus on application…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-10-31 Harold Ship , Evgeny Shindin , Chen Wang , Diana Arroyo , Asser Tantawi

As an emerging cloud computing deployment paradigm, serverless computing is gaining traction due to its efficiency and ability to harness on-demand cloud resources. However, a significant hurdle remains in the form of the cold start…

Software Engineering · Computer Science 2024-08-22 Cheryl Lee , Zhouruixing Zhu , Tianyi Yang , Yintong Huo , Yuxin Su , Pinjia He , Michael R. Lyu

In today's Function-as-a-Service offerings, a programmer is usually responsible for configuring function memory for its successful execution, which allocates proportional function resources such as CPU and network. However, right-sizing the…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-11-13 Siddharth Agarwal , Maria A. Rodriguez , Rajkumar Buyya

This paper argues for decoupling transaction processing from existing two-layer cloud-native databases and making transaction processing as an independent service. By building a transaction as a service (TaaS) layer, the transaction…

Databases · Computer Science 2023-11-15 Yanfeng Zhang , Weixing Zhou , Yang Ren , Sihao Li , Guoliang Li , Ge Yu

The widespread deployment of large-scale, compute-intensive applications such as high-performance computing, artificial intelligence, and big data is leading to convergence between cloud and high-performance computing infrastructures. Cloud…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-15 Valerio Besozzi , Matteo Della Bartola , Patrizio Dazzi , Marco Danelutto

Function-as-a-Service (FaaS) is increasingly popular in the software industry due to the implied cost-savings in event-driven workloads and its synergy with DevOps. To size an on-premise FaaS platform, it is important to estimate the…

Performance · Computer Science 2020-07-03 Alim Ul Gias , Giuliano Casale

Serverless functions provide high levels of parallelism, short startup times, and "pay-as-you-go" billing. These attributes make them a natural substrate for data analytics workflows. However, the impossibility of direct communication…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-07-26 Germán T. Eizaguirre , Marc Sánchez-Artigas , Pedro García-López

Serverless computing has emerged as a new paradigm for running short-lived computations in the cloud. Due to its ability to handle IoT workloads, there has been considerable interest in running serverless functions at the edge. However, the…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-05-03 Bin Wang , Ahmed Ali-Eldin , Prashant Shenoy

The advent of serverless computing has revolutionized the landscape of cloud computing, offering a new paradigm that enables developers to focus solely on their applications rather than managing and provisioning the underlying…

Software Engineering · Computer Science 2023-11-23 Muhammad Hamza , Muhammad Azeem Akbar , Rafael Capilla

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

Cloud computing with its three key facets (i.e., IaaS, PaaS, and SaaS) and its inherent advantages (e.g., elasticity and scalability) still faces several challenges. The distance between the cloud and the end devices might be an issue for…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-11-03 Carla Mouradian , Diala Naboulsi , Sami Yangui , Roch H. Glitho , Monique J. Morrow , Paul A. Polakos

Adopting serverless computing to edge networks benefits end-users from the pay-as-you-use billing model and flexible scaling of applications. This paradigm extends the boundaries of edge computing and remarkably improves the quality of…

Networking and Internet Architecture · Computer Science 2024-08-15 Peiyuan Guan , Chen Chen , Ziru Chen , Lin X. Cai , Xing Hao , Amir Taherkordi

Integrating GPUs into serverless computing platforms is crucial for improving efficiency. However, existing solutions for GPU-enabled serverless computing platforms face two significant problems due to coarse-grained GPU management: long…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-04-24 Han Zhao , Weihao Cui , Quan Chen , Shulai Zhang , Zijun Li , Jingwen Leng , Chao Li , Deze Zeng , Minyi Guo

The appeal of serverless (FaaS) has triggered a growing interest on how to use it in data-intensive applications such as ETL, query processing, or machine learning (ML). Several systems exist for training large-scale ML models on top of…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-05-18 Jiawei Jiang , Shaoduo Gan , Yue Liu , Fanlin Wang , Gustavo Alonso , Ana Klimovic , Ankit Singla , Wentao Wu , Ce Zhang

The cloud computing is evolving as a key computing platform for sharing resources like infrastructure, platform, software etc. This has proven to be an essential requirement for extending many existing applications. Software as a service…

Software Engineering · Computer Science 2024-09-05 Mrs. Dhanamma Jagli , Sunita Mahajan , Dr. N. Subhash Chandra

Datacenters are witnessing a rapid surge in the adoption of serverless functions for microservices-based applications. A vast majority of these microservices typically span less than a second, have strict SLO requirements, and are chained…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-09-01 Jashwant Raj Gunasekaran , Prashanth Thinakaran , Nachiappan Chidambaram , Mahmut T. Kandemir , Chita R. Das

In this paper we propose a method for analyzing services deployed in serverless platforms. These services typically consists of orchestrated functions that can exhibit complex and non-conservative information flows due to the interaction of…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-10 Gianluca Reali , Mauro Femminella

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