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This work investigates the problem of multi-agents trajectory prediction. Prior approaches lack of capability of capturing fine-grained dependencies among coordinated agents. In this paper, we propose a spatial-temporal trajectory…

机器学习 · 计算机科学 2020-12-22 Ding Ding , H. Howie Huang

Classical game-theoretic models typically assume rational agents, complete information, and common knowledge of payoffs - assumptions that are often violated in real-world MAS characterized by uncertainty, misaligned perceptions, and nested…

人工智能 · 计算机科学 2026-02-16 Vince Trencsenyi , Agnieszka Mensfelt , Kostas Stathis

In this tutorial, we provide an introduction to machine learning methods for finding Nash equilibria in games with large number of agents. These types of problems are important for the operations research community because of their…

最优化与控制 · 数学 2024-06-18 Gokce Dayanikli , Mathieu Lauriere

The optimization of facility-based systems is considered. First, the congestion game is converted into a matrix form, so that the matrix approach is applicable. Then, a facility-based system with a system performance criterion is…

最优化与控制 · 数学 2017-12-08 Yaqi Hao , Sisi Pan , Yupeng Qiao , Daizhan Cheng

In cellular networks, User Equipment (UE) handoff from one Base Station (BS) to another, giving rise to the load balancing problem among the BSs. To address this problem, BSs can work collaboratively to deliver a smooth migration (or…

人工智能 · 计算机科学 2023-03-15 Jikun Kang , Di Wu , Ju Wang , Ekram Hossain , Xue Liu , Gregory Dudek

In this paper, we consider a multi-modal mobility system of travelers each with an individual travel budget, and propose a game-theoretic framework to assign each traveler to a ``mobility service" (each one representing a different mode of…

计算机科学与博弈论 · 计算机科学 2023-02-28 Ioannis Vasileios Chremos , Andreas Malikopoulos

Dynamic game theory is an increasingly popular tool for modeling multi-agent, e.g. human-robot, interactions. Game-theoretic models presume that each agent wishes to minimize a private cost function that depends on others' actions. These…

机器人学 · 计算机科学 2025-10-17 Cade Armstrong , Ryan Park , Xinjie Liu , Kushagra Gupta , David Fridovich-Keil

We introduce and study coverage games - a novel framework for multi-agent planning in settings in which a system operates several agents but does not have full control on them, or interacts with an environment that consists of several…

计算机科学与博弈论 · 计算机科学 2026-03-24 Orna Kupferman , Noam Shenwald

This paper studies the resilience of second-order networked dynamical systems to strategic attacks. We discuss two widely used control laws, which have applications in power networks and formation control of autonomous agents. In the first…

最优化与控制 · 数学 2019-05-09 Mohammad Pirani , Joshua A. Taylor , Bruno Sinopoli

In this paper, we show the equivalence between a constrained, multi-agent control problem, modeled within the port-Hamiltonian framework, and an exact potential game. Specifically, critical distance-based constraints determine a network of…

最优化与控制 · 数学 2018-11-20 Filippo Fabiani , Andrea Caiti

In this paper, we investigate a multi-agent target guarding problem in which a single defender seeks to capture multiple attackers aiming to reach a high-value target area. In contrast to previous studies, the attackers herein are assumed…

系统与控制 · 电气工程与系统科学 2024-07-02 Yoonjae Lee , Goutam Das , Daigo Shishika , Efstathios Bakolas

The main challenge of multiagent reinforcement learning is the difficulty of learning useful policies in the presence of other simultaneously learning agents whose changing behaviors jointly affect the environment's transition and reward…

In the theory of multi-agent systems, deception refers to the strategic manipulation of information to influence the behavior of other agents, ultimately altering the long-term dynamics of the entire system. Recently, this concept has been…

系统与控制 · 电气工程与系统科学 2025-08-27 Michael Tang , Miroslav Krstic , Jorge Poveda

Controllability refers to a situation in which a Multi-agent System may be steered from one state to another using specified rules. As a result, there is belief in achieving a given condition by explicit advances. The level of dynamism in…

多智能体系统 · 计算机科学 2021-12-28 Javeria Noor

Recent years have witnessed significant advances in technologies and services in modern network applications, including smart grid management, wireless communication, cybersecurity as well as multi-agent autonomous systems. Considering the…

多智能体系统 · 计算机科学 2023-08-29 Tao Li , Guanze Peng , Quanyan Zhu , Tamer Basar

We design a self-decision goal-oriented multiple access scheme, where sensing agents observe a common event and individually decide to communicate the event's attributes as updates to the monitoring agents, to satisfy a certain goal.…

信息论 · 计算机科学 2024-06-17 Pouya Agheli , Nikolaos Pappas , Marios Kountouris

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

We model endogenous perception of private information in single-agent screening problems, with potential evaluation errors. The agent's evaluation of their type depends on their cognitive state: either attentive (i.e., they correctly…

理论经济学 · 经济学 2025-03-12 Benjamin Balzer , Benjamin Young

This paper presents a potential game-based method for non-myopic planning of mobile sensor networks in the context of target tracking. The planning objective is to select the sequence of sensing points over more than one future time steps…

系统与控制 · 计算机科学 2019-11-15 Su-Jin Lee , Soon-Seo Park , Han-Lim Choi

Consider a consensus-driven multi-agent dynamic system. The interaction range, which defines the set of neighbors for each agent, plays a key role in influencing connectivity of the underlying network. In this paper, we assume the system is…

系统与控制 · 电气工程与系统科学 2020-04-28 Saad J Saleh