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Architectural styles and patterns play an important role in software engineering. One of the most known ones is the layered architecture style. However, this style is usually only stated informally, which may cause problems such as…

软件工程 · 计算机科学 2015-03-18 Diego Marmsoler , Alexander Malkis , Jonas Eckhardt

We consider a multi-agent reinforcement learning problem where each agent seeks to maximize a shared reward while interacting with other agents, and they may or may not be able to communicate. Typically the agents do not have access to…

多智能体系统 · 计算机科学 2021-04-26 Alex Tong Lin , Mark J. Debord , Katia Estabridis , Gary Hewer , Guido Montufar , Stanley Osher

Diffusion processes are instrumental to describe the movement of a continuous quantity in a generic network of interacting agents. Here, we present a probabilistic framework for diffusion in networks and propose to classify agent…

社会与信息网络 · 计算机科学 2015-08-28 Wai Hong Ronald Chan , Matthias Wildemeersch , Tony Q. S. Quek

The rapid evolution of artificial intelligence (AI) has introduced AI agents as a disruptive paradigm across various industries, yet their application in machine translation (MT) remains underexplored. This paper describes and analyses the…

计算与语言 · 计算机科学 2025-04-18 Vicent Briva-Iglesias

While large language model-based multi-agent systems have shown strong potential for complex reasoning, how to effectively organize multiple agents remains an open question. In this paper, we introduce OrgAgent, a company-style hierarchical…

多智能体系统 · 计算机科学 2026-04-02 Yiru Wang , Xinyue Shen , Yaohui Han , Michael Backes , Pin-Yu Chen , Tsung-Yi Ho

In an emergency situation, the actors need an assistance allowing them to react swiftly and efficiently. In this prospect, we present in this paper a decision support system that aims to prepare actors in a crisis situation thanks to a…

人工智能 · 计算机科学 2008-12-18 Fahem Kebair , Frédéric Serin

Despite the impressive capabilities of large language models, their substantial computational costs, latency, and privacy risks hinder their widespread deployment in real-world applications. Small Language Models (SLMs) with fewer than 10…

计算与语言 · 计算机科学 2026-04-22 Xinlin Wang , Mats Brorsson

Many challenges in today's society can be tackled by distributed open systems. This is particularly true for domains that are commonly perceived under the umbrella of smart cities, such as intelligent transportation, smart energy grids, or…

多智能体系统 · 计算机科学 2024-01-24 Holger Billhardt , Alberto Fernández , Marin Lujak , Sascha Ossowski

Stochastic multi-agent systems are a central modeling framework for autonomous controllers, communication protocols, and cyber-physical infrastructures. In many such systems, however, transition probabilities are only estimated from data…

计算机科学中的逻辑 · 计算机科学 2026-02-17 Raphaël Berthon , Joost-Pieter Katoen , Munyque Mittelmann , Aniello Murano

AI systems are becoming increasingly complex, ubiquitous and autonomous, leading to increasing concerns about their impacts on individuals and society. In response, researchers have begun investigating how to ensure that the methods…

多智能体系统 · 计算机科学 2026-04-09 Stephen Cranefield , Nir Oren

The linear threshold model (LTM) has been used to study spread on single-layer networks defined by one inter-agent sensing modality and agents homogeneous in protocol. We define and analyze the heterogeneous multiplex LTM to study spread on…

最优化与控制 · 数学 2020-08-12 Yaofeng Desmond Zhong , Vaibhav Srivastava , Naomi Ehrich Leonard

Active-passive multiagent systems consist of agents subject to inputs (active agents) and agents with no inputs (passive agents), where active and passive agent roles are considered to be interchangeable in order to capture a wide array of…

系统与控制 · 电气工程与系统科学 2020-10-07 Ehsan Arabi , Dimitra Panagou , Tansel Yucelen

The current paper shows the multi-agents capabilities to make a valid and flexible application when using a framework. Agent-based functions were used within JADE framework to make an Android messenger application with all requirements…

多智能体系统 · 计算机科学 2020-07-28 Camelia-M. Pintea , Andreea Camelia Tripon , Anca Avram , Gloria-Cerasela Crisan

Large Language Model (LLM) agents show considerable promise for automating complex tasks using contextual reasoning; however, interactions involving multiple agents and the system's susceptibility to prompt injection and other forms of…

密码学与安全 · 计算机科学 2025-06-02 Kaiyuan Zhang , Zian Su , Pin-Yu Chen , Elisa Bertino , Xiangyu Zhang , Ninghui Li

Everyday tasks are characterized by their varieties and variations, and frequently are not clearly specified to service agents. This paper presents a comprehensive approach to enable a service agent to deal with everyday tasks in open,…

人工智能 · 计算机科学 2021-08-03 Hao Yang , Tavan Eftekhar , Chad Esselink , Yan Ding , Shiqi Zhang

Motivated by the control theoretic distinction between controllable and uncontrollable events, we distinguish between two types of agents within a multi-agent system: controllable agents, which are directly controlled by the system's…

人工智能 · 计算机科学 2014-11-17 R. I. Brafman , M. Tennenholtz

Multi-agent approach has become popular in computer science and technology. However, the conventional models of multi-agent and multicomponent systems implicitly or explicitly assume existence of absolute time or even do not include time in…

多智能体系统 · 计算机科学 2017-11-23 Mark Burgin

Agent-based modeling is a paradigm of modeling dynamic systems of interacting agents that are individually governed by specified behavioral rules. Training a model of such agents to produce an emergent behavior by specification of the…

机器学习 · 计算机科学 2019-10-11 Karan K. Budhraja , Hang Gao , Tim Oates

The traditional ML development methodology does not enable a large number of contributors, each with distinct objectives, to work collectively on the creation and extension of a shared intelligent system. Enabling such a collaborative…

机器学习 · 计算机科学 2023-01-02 Andrea Gesmundo

Modern supply networks are complex interconnected systems. Multi-agent models are increasingly explored to optimise their performance. Most research assumes agents will have full observability of the system by having a single policy…

多智能体系统 · 计算机科学 2026-03-02 Wan Wang , Haiyan Wang , Adam Sobey