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Today's multiagent systems have grown too complex to rely on centralized controllers, prompting increasing interest in the design of distributed algorithms. In this respect, game theory has emerged as a valuable tool to complement more…

系统与控制 · 计算机科学 2020-02-19 Rahul Chandan , Dario Paccagnan , Jason R. Marden

Global coordination is required to solve a wide variety of challenging collective action problems from network colorings to the tragedy of the commons. Recent empirical study shows that the presence of a few noisy autonomous agents can…

物理与社会 · 物理学 2024-06-14 Matthew I. Jones , Scott D. Pauls , Feng Fu

Demand outstrips available resources in most situations, which gives rise to competition, interaction and learning. In this article, we review a broad spectrum of multi-agent models of competition (El Farol Bar problem, Minority Game,…

Autonomous vehicles (AVs) are attractive for ride service providers (RSPs) in part because they eliminate the need to compete for human drivers. We investigate a scenario where two RSPs with AVs compete for customers. We model the problem…

计算机科学与博弈论 · 计算机科学 2021-03-16 Arnob Ghosh , Randall Berry

Stochastic matching is the stochastic version of the well-known matching problem, which consists in maximizing the rewards of a matching under a set of probability distributions associated with the nodes and edges. In most stochastic…

最优化与控制 · 数学 2024-05-01 Yuya Hikima , Yasunori Akagi , Hideaki Kim

We propose a method for providing communication network infrastructure in autonomous multi-agent teams. In particular, we consider a set of communication agents that are placed alongside regular agents from the system in order to improve…

This paper presents a network-based multi-agent optimization model for the strategic planning of service facilities in a stochastic and competitive market. We focus on the type of service facilities that are of intermediate nature, i.e.,…

最优化与控制 · 数学 2023-04-04 Sina Baghali , Julio Deride , Yueyue Fan , Zhaomiao Guo

This paper presented insights into the implementation of transactive multi-agent systems over flow networks where local resources are decentralized. Agents have local resource demand and supply, and are interconnected through a flow network…

多智能体系统 · 计算机科学 2023-10-11 Yijun Chen , Zeinab Salehi , Elizabeth L. Ratnam , Ian R. Petersen , Guodong Shi

We consider a smart-grid connecting several agents, modeled as stochastic dynamical systems, who may be electricity consumers/producers. At each discrete time instant, which may represent a 15 minute interval, each agent may…

系统与控制 · 计算机科学 2021-04-27 Rahul Singh , P. R. Kumar , Le Xie

This paper proposes networked dynamics to solve resource allocation problems over time-varying multi-agent networks. The state of each agent represents the amount of used resources (or produced utilities) while the total amount of resources…

系统与控制 · 电气工程与系统科学 2022-07-26 Mohammadreza Doostmohammadian , Alireza Aghasi , Mohammad Pirani , Ehsan Nekouei , Usman A. Khan , Themistoklis Charalambous

This paper addresses the challenges of rapid resource variation and highly uncertain task loads in cloud computing environments. It proposes an optimization method for elastic cloud resource scaling based on a multi-agent system. The method…

分布式、并行与集群计算 · 计算机科学 2025-07-02 Bruce Fang , Danyi Gao

We consider the problem of pricing a reusable resource service system. Potential customers arrive according to a Poisson process and purchase the service if their valuation exceeds the current price. If no units are available, customers…

计算机科学与博弈论 · 计算机科学 2025-02-14 Adam N. Elmachtoub , Jiaqi Shi

We consider the problem of designing a sequential decision making agent to maximize an unknown time-varying function which switches with time. At each step, the agent receives an observation of the function's value at a point decided by the…

最优化与控制 · 数学 2023-11-07 Durgesh Kalwar , Vineeth B. S

We present a stylized model of the allocation of resources on a network. By considering as a concrete example the network of sectors of the airspace, where each node is a sector characterized by a maximal number of simultaneously present…

物理与社会 · 物理学 2015-06-11 Gérald Gurtner , Luca Valori , Fabrizio Lillo

We consider a fundamental pricing model in which a fixed number of units of a reusable resource are used to serve customers. Customers arrive to the system according to a stochastic process and upon arrival decide whether or not to purchase…

数据结构与算法 · 计算机科学 2020-02-12 Omar Besbes , Adam N. Elmachtoub , Yunjie Sun

When people choose routes minimizing their individual delay, the aggregate congestion can be much higher compared to that experienced by a centrally-imposed routing. Yet centralized routing is incompatible with the presence of…

系统与控制 · 电气工程与系统科学 2021-03-08 Mauro Salazar , Dario Paccagnan , Andrea Agazzi , W. P. M. H. , Heemels

In many sequential decision-making problems we may want to manage risk by minimizing some measure of variability in rewards in addition to maximizing a standard criterion. Variance related risk measures are among the most common…

机器学习 · 计算机科学 2015-03-19 Prashanth L. A. , Mohammad Ghavamzadeh

In multi-agent systems, should limited resources be concentrated into a few capable agents or distributed among many simpler ones? This work formulates the split over $n$ resource sharing problem where a group of $n$ agents equally shares a…

机器人学 · 计算机科学 2026-04-30 Karthik Soma , Mohamed S. Talamali , Genki Miyauchi , Giovanni Beltrame , Heiko Hamann , Roderich Gross

We consider a probabilistic model for large-scale task allocation problems for multi-agent systems, aiming to determine an optimal deployment strategy that minimizes the overall transport cost. Specifically, we assign transportation agents…

系统与控制 · 电气工程与系统科学 2025-03-13 Anqi Dong , Karl H. Johansson , Johan Karlsson

A possibly immortal agent tries to maximise its summed discounted rewards over time, where discounting is used to avoid infinite utilities and encourage the agent to value current rewards more than future ones. Some commonly used discount…

人工智能 · 计算机科学 2014-07-15 Tor Lattimore , Marcus Hutter
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