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Much like on-premises systems, the natural choice for running database analytics workloads in the cloud is to provision a cluster of nodes to run a database instance. However, analytics workloads are often bursty or low volume, leaving…

Databases · Computer Science 2019-11-27 Matthew Perron , Raul Castro Fernandez , David DeWitt , Samuel Madden

Computer use agents (CUAs) can operate real-world digital interfaces but remain difficult to train due to the high cost of graphical user interface (GUI) interaction and the scarcity of high-quality trajectory data. Existing datasets rely…

Machine Learning · Computer Science 2026-02-06 Yifei He , Pranit Chawla , Yaser Souri , Subhojit Som , Xia Song

Cloud-based serverless computing systems, either public or privately provisioned, aim to provide the illusion of infinite resources and abstract users from details of the allocation decisions. With the goal of providing a low cost and a…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-11-25 Chavit Denninnart

The Serverless Computing is becoming increasingly popular due to its ease of use and fine-grained billing. These features make it appealing for stateful application or serverless workflow. However, current serverless workflow systems…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-07-06 Xiaoxiang Shi , Chao Li , Zijun Li , Zihan Liu , Dianmo Sheng , Quan Chen , Jingwen Leng , Minyi Guo

AI agents are increasingly deployed in multi-tenant cloud environments, where they execute diverse tool calls within sandboxed containers, each call with distinct resource demands and rapid fluctuations. We present a systematic…

Operating Systems · Computer Science 2026-02-24 Yusheng Zheng , Jiakun Fan , Quanzhi Fu , Yiwei Yang , Wei Zhang , Andi Quinn

The advances in virtualization technologies have sparked a growing transition from virtual machine (VM)-based to container-based infrastructure for cloud computing. From the resource orchestration perspective, containers' lightweight and…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-10-02 Yuqiu Zhang , Tongkun Zhang , Gengrui Zhang , Hans-Arno Jacobsen

funcX is a distributed function as a service (FaaS) platform that enables flexible, scalable, and high performance remote function execution. Unlike centralized FaaS systems, funcX decouples the cloud-hosted management functionality from…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-09-28 Zhuozhao Li , Ryan Chard , Yadu Babuji , Ben Galewsky , Tyler Skluzacek , Kirill Nagaitsev , Anna Woodard , Ben Blaiszik , Josh Bryan , Daniel S. Katz , Ian Foster , Kyle Chard

In the future, computing will be immersed in the world around us -- from augmented reality to autonomous vehicles to the Internet of Things. Many of these smart devices will offer services that respond in real time to their physical…

Operating Systems · Computer Science 2019-01-07 Yuxin Ren , Vlad Nitu , Guyue Liu , Gabriel Parmer , Timothy Wood , Alain Tchana , Riley Kennedy

Federated Learning (FL) is a decentralized machine learning paradigm where models are trained on distributed devices and are aggregated at a central server. Existing FL frameworks assume simple two-tier network topologies where end devices…

This paper proposes an architectural framework for the efficient orchestration of containers in cloud environments. It centres around resource scheduling and rescheduling policies as well as autoscaling algorithms that enable the creation…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-12-26 Rajkumar Buyya , Maria A. Rodriguez , Adel Nadjaran Toosi , Jaeman Park

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

Multi-cloud systems facilitate a cost-efficient and geographically-distributed deployment of microservice-based applications by temporary leasing virtual nodes with diverse pricing models. To preserve the cost-efficiency of multi-cloud…

Networking and Internet Architecture · Computer Science 2024-05-09 Marco Zambianco , Silvio Cretti , Domenico Siracusa

Serverless computing, commonly offered as Function-as-a-Service, was initially designed for small, lean applications. However, there has been an increasing desire to run larger, more complex applications (what we call bulky applications) in…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-14 Zhiyuan Guo , Zachary Blanco , Junda Chen , Jinmou Li , Zerui Wei , Bili Dong , Ishaan Pota , Mohammad Shahrad , Harry Xu , Yiying Zhang

Multi-cluster federation is envisioned to be the next-generation cloud infrastructure, where it will play a vital part in the realization of concepts such as edge and fog computing. Orchestrating applications in federated environments poses…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-09-06 Johan Ruuskanen , Haorui Peng , Alfred Åkesson , Lars Larsson , Maria Kihl

Current Serverless abstractions (e.g., FaaS) poorly support non-functional requirements (e.g., QoS and constraints), are provider-dependent, and are incompatible with other cloud abstractions (e.g., databases). As a result, application…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-23 Pawissanutt Lertpongrujikorn , Hai Duc Nguyen , Mohsen Amini Salehi

We present Dithen, a novel computation-as-a-service (CaaS) cloud platform specifically tailored to the parallel execution of large-scale multimedia tasks. Dithen handles the upload/download of both multimedia data and executable items, the…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-11-17 Joseph Doyle , Vasileios Giotsas , Mohammad Ashraful Anam , Yiannis Andreopoulos

We present DEMON, a real-time diffusion engine that makes the denoising process playable as a live musical instrument: a control surface both broad (many parameters shaped per-frame across the output) and responsive (each control taking…

Sound · Computer Science 2026-05-28 Ryan Fosdick

Language agents have shown strong promise for task automation. Realizing this promise for increasingly complex, long-horizon tasks has driven the rise of a sub-agent-as-tools paradigm for multi-turn task solving. However, existing designs…

Artificial Intelligence · Computer Science 2026-02-10 Jianhao Ruan , Zhihao Xu , Yiran Peng , Fashen Ren , Zhaoyang Yu , Xinbing Liang , Jinyu Xiang , Yongru Chen , Bang Liu , Chenglin Wu , Yuyu Luo , Jiayi Zhang

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

Serverless is an increasingly popular choice for service architects because it can provide elasticity and load-based billing with minimal developer effort. A common and important use case is to compose serverless functions and cloud storage…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-03-02 Sebastian Burckhardt , Chris Gillum , David Justo , Konstantinos Kallas , Connor McMahon , Christopher S. Meiklejohn
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