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The actor model of computation has gained significant popularity over the last decade. Its high level of abstraction makes it appealing for concurrent applications in parallel and distributed systems. However, designing a real-world actor…

编程语言 · 计算机科学 2018-10-16 Dominik Charousset , Raphael Hiesgen , Thomas C. Schmidt

Agentic workflows in large language model systems integrate retrieval, reasoning, and memory, but existing frameworks suffer from scalability and reproducibility limitations due to fragmented data orchestration, serialization overhead, and…

分布式、并行与集群计算 · 计算机科学 2026-05-05 Arup Kumar Sarker , Mills Staylor , Aymen Alsaadi , Gregor von Laszewski , Shantenu Jha , Geoffrey Fox

The Actor model is a mathematical theory that treats "Actors" as the universal primitives of concurrent digital computation. The model has been used both as a framework for a theoretical understanding of concurrency, and as the theoretical…

编程语言 · 计算机科学 2015-01-22 Carl Hewitt

This paper envisions a scenario that hundreds of heterogeneous robots form a robotcenter which can be shared by multiple users and used like a single powerful robot to perform complex tasks. However, current multi-robot systems are either…

机器人学 · 计算机科学 2018-05-03 Yuan Xu , Zhiyuan Yan , Sa Wang , Cheng Yang , Qingsai Xiao , Yungang Bao

Processing data streams in near real-time is an increasingly important task. In the case of event-timestamped data, the stream processing system must promptly handle late events that arrive after the corresponding window has been processed.…

分布式、并行与集群计算 · 计算机科学 2020-04-24 Sérgio Esteves , Gianmarco De Francisci Morales , Rodrigo Rodrigues , Marco Serafini , Luís Veiga

The proliferation of cloud-native architectures, characterized by microservices and dynamic orchestration, has rendered modern IT infrastructures exceedingly complex and volatile. This complexity generates overwhelming volumes of…

多智能体系统 · 计算机科学 2026-04-29 Zishan Bai , Hanxuan Chen , Jing Luo , Ziyi Ni , Enze Ge , Jiacheng Shi , Yichao Zhang , Jiayi Gu , Zhimo Han , Riyang Bao , Junfeng Hao

AI agents are emerging as a dominant workload in a wide range of applications, promising to be the vehicle that delivers the promised benefits of AI to enterprises and consumers. Unlike conventional software or static inference, agentic…

机器学习 · 计算机科学 2025-07-29 Zain Asgar , Michelle Nguyen , Sachin Katti

This paper presents AgentFlow, a MAS-based framework for programmable distributed systems in heterogeneous cloud-edge environments. It introduces logistics objects and abstract agent interfaces to enable dynamic service flows and modular…

分布式、并行与集群计算 · 计算机科学 2025-05-13 Ching Han Chen , Ming Fang Shiu

As organizations move toward production deployments of AI agents, which execute non-deterministic workflows, maintain stateful sessions, and often operate with privileged access to internal services, the engineering challenge shifts from…

人工智能 · 计算机科学 2026-05-28 Nikita Benkovich , Vitalii Valkov

Multi-agent systems are often limited in terms of persistenceand scalability. This issue is more prevalent for applications inwhich agent states changes frequently. This makes the existingmethods less usable as they increase the agent's…

人工智能 · 计算机科学 2020-09-18 Nauman Khalid , Ghalib Ahmed Tahir , Peter Bloodsworth

The actor model of computation has been designed for a seamless support of concurrency and distribution. However, it remains unspecific about data parallel program flows, while available processing power of modern many core hardware such as…

分布式、并行与集群计算 · 计算机科学 2018-10-16 Raphael Hiesgen , Dominik Charousset , Thomas C. Schmidt

The message-driven nature of actors lays a foundation for developing scalable and distributed software. While the actor itself has been thoroughly modeled, the message passing layer lacks a common definition. Properties and guarantees of…

分布式、并行与集群计算 · 计算机科学 2018-10-02 Raphael Hiesgen , Dominik Charousset , Thomas C. Schmidt

Elasticity is one of key features of cloud computing. Elasticity allows Software as a Service (SaaS) applications' provider to reduce cost of running applications. In large SaaS applications that are developed using service-oriented…

分布式、并行与集群计算 · 计算机科学 2017-02-07 Ashraf A. Shahin

Any non-trivial concurrent system warrants synchronisation, regardless of the concurrency model. Actor-based concurrency serialises all computations in an actor through asynchronous message passing. In contrast, lock-based concurrency…

编程语言 · 计算机科学 2018-07-27 Elias Castegren , Joel Wallin , Tobias Wrigstad

Cloud computing is a model for enabling on-demand network access to a shared pool of computing resources, that can be dynamically allocated and released with minimal effort. However, this task can be complex in highly dynamic environments…

分布式、并行与集群计算 · 计算机科学 2018-10-18 Merzoug Soltane , Yudith Cardinale , Rafael Angarita , Philippe Rosse , Marta Rukoz , Derdour Makhlouf , Kazar Okba

Cloud developers have to build applications that are resilient to failures and interruptions. We advocate for a fault-tolerant programming model for the cloud based on actors, retry orchestration, and tail calls. This model builds upon…

分布式、并行与集群计算 · 计算机科学 2022-11-15 Olivier Tardieu , David Grove , Gheorghe-Teodor Bercea , Paul Castro , Jaroslaw Cwiklik , Edward Epstein

Emerging compute continuum environments pose new challenges that traditional cloud-centric architectures struggle to address. Latency, bandwidth constraints, and the heterogeneity of edge environments hinder the efficiency of centralized…

分布式、并行与集群计算 · 计算机科学 2025-04-15 Luca De Martini , Dario d'Abate , Alessandro Margara , Gianpaolo Cugola

Novel reactive moving object applications require solutions to support object reactive behaviors as a way to query and update dynamic data. While moving object scenarios have long been researched in the context of spatio-temporal data…

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…

分布式、并行与集群计算 · 计算机科学 2015-03-17 Pengfei Chen , Yong Qi , Peipei Wang , Li Su , Xinyi Li

Aneka is a platform for deploying Clouds developing applications on top of it. It provides a runtime environment and a set of APIs that allow developers to build .NET applications that leverage their computation on either public or private…

分布式、并行与集群计算 · 计算机科学 2009-07-28 Christian Vecchiola , Xingchen Chu , Rajkumar Buyya
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