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Over the Eight decades, computing paradigms have shifted from large, centralized systems to compact, distributed architectures, leading to the rise of the Distributed Computing Continuum (DCC). In this model, multiple layers such as cloud,…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-10 Praveen Kumar Donta , Qiyang Zhang , Schahram Dustdar

Automatic service composition in mobile and pervasive computing faces many challenges due to the complex and highly dynamic nature of the environment. Common approaches consider service composition as a decision problem whose solution is…

Software Engineering · Computer Science 2019-08-07 Oscar J. Romero

In recent years, the deployment of large-scale Internet of Things (IoT) applications has given rise to edge federations that seamlessly interconnect and leverage resources from multiple edge service providers. The requirement of supporting…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-03-15 Shreshth Tuli , Giuliano Casale , Nicholas R. Jennings

AI agent inference is driving an inference heavy datacenter future and exposes bottlenecks beyond compute - especially memory capacity, memory bandwidth and high-speed interconnect. We introduce two metrics - Operational Intensity (OI) and…

Artificial Intelligence · Computer Science 2026-01-30 Yiren Zhao , Junyi Liu

Compared with individual agents, large language model based multi-agent systems have shown great capabilities consistently across diverse tasks, including code generation, mathematical reasoning, and planning, etc. Despite their impressive…

Artificial Intelligence · Computer Science 2026-05-12 Zhen Zhang , Wanjing Zhou , Juncheng Li , Hao Fei , Jun Wen , Wei Ji

Distributed control increases system scalability, flexibility, and redundancy. Foundational to such decentralisation is consensus formation, by which decision-making and coordination are achieved. However, decentralised multi-agent systems…

Multiagent Systems · Computer Science 2024-03-11 Agathe Bouis , Christopher Lowe , Ruaridh A. Clark , Malcolm Macdonald

To operate reliably under changing conditions, complex systems require feedback on how effectively they use resources, not just whether objectives are met. Current AI systems process vast information to produce sophisticated predictions,…

Artificial Intelligence · Computer Science 2026-03-10 Wael Hafez , Chenan Wei , Rodrigo Pena , Amir Nazeri , Cameron Reid

Distributed averaging-based integral (DAI) controllers are becoming increasingly popular in power system applications. The literature has thus far primarily focused on disturbance rejection, steady-state optimality and adaption to complex…

Optimization and Control · Mathematics 2017-02-07 Johannes Schiffer , Florian Dörfler , Emilia Fridman

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…

Machine Learning · Computer Science 2025-07-29 Zain Asgar , Michelle Nguyen , Sachin Katti

We consider distributed detection problems over adaptive networks, where dispersed agents learn continually from streaming data by means of local interactions. The simultaneous requirements of adaptation and cooperation are achieved by…

Multiagent Systems · Computer Science 2016-01-27 Vincenzo Matta , Paolo Braca , Stefano Marano , Ali H. Sayed

This technical white paper introduces the Interactive Agents Call Tree (IACT), a computational model designed to address the limitations of static, hard-coded agent workflows. Unlike traditional systems that require pre-defined graphs or…

Artificial Intelligence · Computer Science 2025-12-03 Pengju Lu

The rising demand of computing power leads to the installation of a large number of Data Centers (DCs). Their Fault-Ride-Through (FRT) behavior and their unique power characteristics, especially for DCs catered to Artificial Intelligence…

Systems and Control · Electrical Eng. & Systems 2025-05-23 Alberto Jimenez-Ruiz , Federico Milano

We present a novel mathematical framework for the specification and analysis of fault-resilient distributed protocols and their implementations, with the following components: 1. Transition systems that allow the specification and analysis…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-02-21 Ehud Shapiro

Distributed in-network programs are increasingly deployed in data centers for their performance benefits, but shifting application logic to switches also enlarges the failure domain. Ensuring their correctness before deployment is thus…

Networking and Internet Architecture · Computer Science 2025-11-12 Mingyuan Song , Huan Shen , Jinghui Jiang , Qiang Su , Qingyu Song , Lu Tang , Wanjian Feng , Fei Yuan , Qiao Xiang , Jiwu Shu

The rise of the Internet of Things and Cyber-Physical Systems has introduced new challenges on ensuring secure and robust communication. The growing number of connected devices increases network complexity, leading to higher latency and…

Cryptography and Security · Computer Science 2025-09-03 Marco Stadler , Michael Vierhauser , Michael Riegler , Daniel Waghubinger , Johannes Sametinger

When Agent A delegates to Agent B, which invokes Tool C on behalf of User X, no existing framework can answer: whose authorization chain led to this action, and where did it violate policy? This paper introduces SentinelAgent, a formal…

Cryptography and Security · Computer Science 2026-04-06 KrishnaSaiReddy Patil

Proactivity is a core expectation for AGI. Prior work remains largely confined to laboratory settings, leaving a clear gap in real-world proactive agent: depth, complexity, ambiguity, precision and real-time constraints. We study this…

Artificial Intelligence · Computer Science 2026-04-10 Zhifei Xie , Zongzheng Hu , Fangda Ye , Xin Zhang , Haobo Chai , Zihang Liu , Pengcheng Wu , Guibin Zhang , Yue Liao , Xiaobin Hu , Deheng Ye , Chunyan Miao , Shuicheng Yan

Distributed Artificial Intelligence (DAI) is regarded as one of the most promising techniques to provide intelligent services under strict privacy protection regulations for multiple clients. By applying DAI, training on raw data is carried…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-01-24 Guoqing Ma , Shuping Dang , Chuanting Zhang , Basem Shihada

Active Inference is an emerging framework providing a quantitative account of behavioral processes in neuroscience and a principled approach to decision-making under uncertainty. Its application to agency problems is natural, offering an…

Computational Engineering, Finance, and Science · Computer Science 2026-04-15 Francesco Maria Mancinelli , Matteo Torzoni , Domenico Maisto , Francesco Donnarumma , Alberto Corigliano , Giovanni Pezzulo , Andrea Manzoni

With the rapid advancement of artificial intelligence, generative artificial intelligence (GAI) has taken a leading role in transforming data processing methods. However, the high computational demands of GAI present challenges for devices…

Networking and Internet Architecture · Computer Science 2024-12-18 Chuan Zhang , Xixi Zheng , Xiaolong Tao , Chenfei Hu , Weiting Zhang , Liehuang Zhu