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Involving humans directly for the benefit of AI agents' training is getting traction thanks to several advances in reinforcement learning and human-in-the-loop learning. Humans can provide rewards to the agent, demonstrate tasks, design a…

Elasticity is fundamental to cloud computing, as it enables quickly allocating resources to match the demand of each workload as it arrives, rather than pre-provisioning resources to meet performance objectives. However, even serverless…

分布式、并行与集群计算 · 计算机科学 2025-10-28 Tom Kuchler , Pinghe Li , Yazhuo Zhang , Lazar Cvetković , Boris Goranov , Tobias Stocker , Leon Thomm , Simone Kalbermatter , Tim Notter , Andrea Lattuada , Ana Klimovic

In recent years, the integration of artificial intelligence (AI) and cloud computing has emerged as a promising avenue for addressing the growing computational demands of AI applications. This paper presents a comprehensive study of…

机器学习 · 计算机科学 2023-04-28 Neelesh Mungoli

Application Service Providers (ASPs) obtaining resources from multiple clouds have to contend with different management and control platforms employed by the cloud service providers (CSPs) and network service providers (NSP). Distributing…

网络与互联网体系结构 · 计算机科学 2019-03-28 Lav Gupta , Raj Jain , Mohammed Samaka

The computing continuum, a novel paradigm that extends beyond the current silos of cloud and edge computing, can enable the seamless and dynamic deployment of applications across diverse infrastructures. By utilizing the cloud-native…

分布式、并行与集群计算 · 计算机科学 2023-09-19 Jacopo Marino , Fulvio Risso

Blockchains are widely used for secure transaction processing, but their scalability remains limited, and existing multichain designs are typically static even as demand and capacity shift. We cast blockchain configuration as a multiagent…

密码学与安全 · 计算机科学 2026-02-27 Nimrod Talmon , Haim Zysberg

The rapid development of AI agents leads to a surge in communication demands. Alongside this rise, a variety of frameworks and protocols emerge. While these efforts demonstrate the vitality of the field, they also highlight increasing…

网络与互联网体系结构 · 计算机科学 2025-09-03 Chenguang Du , Chuyi Wang , Yihan Chao , Xiaohui Xie , Yong Cui

The intelligent interaction model based on large models reduces the differences in user experience across various system platforms but faces challenges in multi-agent collaboration and resource sharing. To demonstrate a uniform user…

多智能体系统 · 计算机科学 2024-08-12 Zhao Zhuo , Rongzhen Li , Kai Liu , Huhai Zou , KaiMao Li , Jie Yu , Tianhao Sun , Qingbo Wu

The current computer programmings encapsulate attributes and behaviours into objects, but miss the mechanism to support the connection among objects. A programming paradigm is presented to connect all objects. The connection supports…

编程语言 · 计算机科学 2016-03-23 Yanping Chen , Qinghua Zheng , Ping Chen

Actor systems are a flexible model of concurrent and distributed programming, which are efficiently implementable, and avoid many classic concurrency bugs by construction. However actor systems must still deal with the challenge of messages…

编程语言 · 计算机科学 2025-09-16 Colin S. Gordon

Distributed actor languages are an effective means of constructing scalable reliable systems, and the Erlang programming language has a well-established and influential model. While Erlang model conceptually provides reliable scalability,…

To ensure uninterrupted services to the cloud clients from federated cloud providers, it is important to guarantee an efficient allocation of the cloud resources to users to improve the rate of client satisfaction and the quality of the…

分布式、并行与集群计算 · 计算机科学 2020-01-22 Kemchi Sofiane , Abdelhafid Zitouni , Mahieddine Djoudi

Long-horizon code generation requires sustained context and adaptive expertise across domains. Current multi-agent systems use static workflows that cannot adapt when runtime analysis reveals unanticipated complexity. We propose AgentSpawn,…

软件工程 · 计算机科学 2026-02-10 Igor Costa

This is a survey paper that explores six Cloud-based deployment archetypes for Cloud applications and the tradeoffs between them to achieve high availability, low end-user latency, and acceptable costs. These are (1) Zonal, (2) Regional,…

分布式、并行与集群计算 · 计算机科学 2022-02-23 Anna Berenberg , Brad Calder

Cloud Computing is a paradigm of both parallel processing and distributed computing. It offers computing facilities as a utility service in pay as par use manner. Virtualization, self service provisioning, elasticity and pay per use are the…

分布式、并行与集群计算 · 计算机科学 2016-12-20 Syed Arshad Ali , Mansaf Alam

Cloud computing technology has been one of the most critical developments in provisioning both hardware and software infrastructure in recent years. Container technology is a new cloud technology that boosts the booting of applications,…

分布式、并行与集群计算 · 计算机科学 2021-04-01 Abdullah Alelyani , Ghulam Mubasher Hassan , Amitava Datta

In cloud manufacturing, unmanned aerial vehicles (UAVs) can support both product collection and mobile edge computing (MEC). This joint operation forms a hybrid scheduling problem, where physical logistics decisions are coupled with…

人工智能 · 计算机科学 2026-05-14 Hanwen Zhang , Dusit Niyato , Wei Zhang , Xin Lou , Malcolm Yoke Hean Low

The emergence of Agentic AI systems has outpaced the architectural thinking required to operate them effectively. These agents differ fundamentally from traditional software: their behavior is not fixed at deployment but continuously shaped…

软件工程 · 计算机科学 2026-01-13 Shaunak Biswas , Hiya Bhatt , Karthik Vaidhyanathan

This paper presents a stream-oriented architecture for structuring cluster applications. Clusters that run applications based on this architecture can scale to tenths of thousands of nodes with significantly less performance loss or…

分布式、并行与集群计算 · 计算机科学 2007-05-23 Tassos S. Argyros , David R. Cheriton

Modern enterprise AI applications increasingly rely on compound AI systems - architectures that compose multiple models, retrievers, and tools to accomplish complex tasks. Deploying such systems in production demands inference…

人工智能 · 计算机科学 2026-04-29 Srikanta Prasad S , Utkarsh Arora