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Understanding complex social interactions among agents is a key challenge for trajectory prediction. Most existing methods consider the interactions between pairwise traffic agents or in a local area, while the nature of interactions is…

人工智能 · 计算机科学 2021-11-03 Fang Zheng , Le Wang , Sanping Zhou , Wei Tang , Zhenxing Niu , Nanning Zheng , Gang Hua

This study presents the conflict-aware multi-agent estimated time of arrival (CAMETA) framework, a novel approach for predicting the arrival times of multiple agents in unstructured environments without predefined road infrastructure. The…

多智能体系统 · 计算机科学 2025-03-04 Jonas le Fevre Sejersen , Erdal Kayacan

The bus system is a critical component of sustainable urban transportation. However, due to the significant uncertainties in passenger demand and traffic conditions, bus operation is unstable in nature and bus bunching has become a common…

机器学习 · 计算机科学 2021-09-02 Jiawei Wang , Lijun Sun

Modeling multi-agent systems requires understanding how agents interact. Such systems are often difficult to model because they can involve a variety of types of interactions that layer together to drive rich social behavioral dynamics.…

机器学习 · 计算机科学 2023-01-26 Fan-Yun Sun , Isaac Kauvar , Ruohan Zhang , Jiachen Li , Mykel Kochenderfer , Jiajun Wu , Nick Haber

We study real-time routing policies in smart transit systems, where the platform has a combination of cars and high-capacity vehicles (e.g., buses or shuttles) and seeks to serve a set of incoming trip requests. The platform can use its…

最优化与控制 · 数学 2021-03-22 Siddhartha Banerjee , Chamsi Hssaine , Noémie Périvier , Samitha Samaranayake

We introduce an agent-based model of interaction, drawing on the contingency approach from Luhmann's theory of social systems. The agent interactions are defined by the exchange of distinct messages. Message selection is based on the…

物理与社会 · 物理学 2011-11-09 M. J. Barber , Ph. Blanchard , E. Buchinger , B. Cessac , L. Streit

We consider communication in a fully cooperative multi-agent system, where the agents have partial observation of the environment and must act jointly to maximize the overall reward. We have a discrete-time queueing network where agents…

机器学习 · 计算机科学 2022-08-30 Jiekai Jia , Anam Tahir , Heinz Koeppl

Accurate forecasting of bus ridership (passengers numbers) is crucial for efficient management and optimization of public transport systems. Traditional forecasting models often fail to capture the unique and localized dynamics of different…

机器学习 · 计算机科学 2026-05-04 Daniel Azenkot , Michael Fire , Eran Ben Elia

The paper treats an agent-based model with averaging dynamics to which we refer as the K-averaging model. Broadly speaking, our model can be added to the growing list of dynamics exhibiting self-organization such as the well-known…

概率论 · 数学 2021-08-18 Fei Cao

Autonomous agents can adopt socially-aware behaviors to reduce social costs, mimicking the way animals interact in nature and humans in society. We present a new approach to model socially-aware decision-making that includes two key…

多智能体系统 · 计算机科学 2024-01-29 Shenghui Chen , Yigit E. Bayiz , David Fridovich-Keil , Ufuk Topcu

Mexico's National Institute of Geriatrics (INGER) is the national research center of reference for matters related to human aging. INGER scientists perform basic, clinical and demographic research which may imply different scientific…

Estimating the potential behavior of the surrounding human-driven vehicles is crucial for the safety of autonomous vehicles in a mixed traffic flow. Recent state-of-the-art achieved accurate prediction using deep neural networks. However,…

人工智能 · 计算机科学 2024-03-12 Juanwu Lu , Wei Zhan , Masayoshi Tomizuka , Yeping Hu

Intelligent agents collect and process information from their dynamically evolving neighbourhood to efficiently navigate through it. However, agent-level intelligence does not guarantee that at the level of a collective; a common example is…

适应与自组织系统 · 物理学 2023-09-25 Danny Raj Masila , Rupesh Mahore

We propose a resource distribution strategy to reduce the average travel time in a transportation network given a fixed generation rate. Suppose that there are essential resources to avoid congestion in the network as well as some extra…

统计力学 · 物理学 2015-05-13 Shan He , Sheng Li , Hongru Ma

This paper investigates agreement protocols over cooperative and cooperative--antagonistic multi-agent networks with coupled continuous-time nonlinear dynamics. To guarantee convergence for such systems, it is common in the literature to…

多智能体系统 · 计算机科学 2015-08-06 Ziyang Meng , Guodong Shi , Karl Henrik Johansson

Recent advancements in vehicle autonomy have drawn interest in understanding the impact of autonomous vehicles on traffic systems. In this paper, we study a traffic assignment problem in a mixed-autonomy setting where both human-driven and…

计算机科学与博弈论 · 计算机科学 2026-05-25 Lihui Yi , Ermin Wei

The emergence of multi-agent systems powered by large language models (LLMs) has unlocked new frontiers in complex task-solving, enabling diverse agents to integrate unique expertise, collaborate flexibly, and address challenges…

人工智能 · 计算机科学 2025-11-05 Jingbo Wang , Sendong Zhao , Haochun Wang , Yuzheng Fan , Lizhe Zhang , Yan Liu , Ting Liu

We perform statistical analysis of the single-vehicle data measured on the Dutch freeway A9 and discussed in Ref. [2]. Using tools originating from the Random Matrix Theory we show that the significant changes in the statistics of the…

数据分析、统计与概率 · 物理学 2007-06-13 Milan Krbalek , Petr Seba

The development of connected and autonomous vehicles (CAVs) offers substantial opportunities to enhance traffic efficiency. However, in mixed autonomy environments where CAVs coexist with human-driven vehicles (HDVs), achieving efficient…

多智能体系统 · 计算机科学 2025-12-17 Lu Liu , Chi Xie , Xi Xiong

An event-based state estimation approach for reducing communication in a networked control system is proposed. Multiple distributed sensor agents observe a dynamic process and sporadically transmit their measurements to estimator agents…

系统与控制 · 计算机科学 2017-03-27 Sebastian Trimpe