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In artificial multi-agent systems, the ability to learn collaborative policies is predicated upon the agents' communication skills: they must be able to encode the information received from the environment and learn how to share it with…

机器学习 · 计算机科学 2023-01-23 Emanuele Pesce , Giovanni Montana

This paper addresses the formation maneuver control problem of leader-follower multi-agent systems with high-order integrator dynamics. A distributed output feedback formation maneuver controller is proposed to achieve desired maneuvers so…

系统与控制 · 电气工程与系统科学 2023-12-20 Xu Fang , Lihua Xie

In this paper, event-triggered controllers and corresponding algorithms are proposed to establish the formation with connectivity preservation for multi-agent systems. Each agent needs to update its control input and to broadcast this…

系统与控制 · 计算机科学 2019-04-15 Xinlei Yi , Jieqiang Wei , Dimos V. Dimarogonas , Karl H. Johansson

Image anomaly detection plays a vital role in applications such as industrial quality inspection and medical imaging, where it directly contributes to improving product quality and system reliability. However, existing methods often…

计算机视觉与模式识别 · 计算机科学 2025-09-24 Zekang Weng , Jinjin Shi , Jinwei Wang , Zeming Han

Deep reinforcement learning in continuous domains focuses on learning control policies that map states to distributions over actions that ideally concentrate on the optimal choices in each step. In multi-agent navigation problems, the…

机器人学 · 计算机科学 2022-10-20 Chenning Yu , Hongzhan Yu , Sicun Gao

This paper introduces a novel framework for simulating and analyzing how uncooperative behaviors can destabilize or collapse LLM-based multi-agent systems. Our framework includes two key components: (1) a game theory-based taxonomy of…

多智能体系统 · 计算机科学 2026-01-13 Devang Kulshreshtha , Wanyu Du , Raghav Jain , Srikanth Doss , Hang Su , Sandesh Swamy , Yanjun Qi

LLM-based multi-agent systems (MAS) have emerged as a promising approach to tackle complex tasks that are difficult for individual LLMs. A natural strategy is to scale performance by increasing the number of agents; however, we find that…

人工智能 · 计算机科学 2026-02-04 Yingxuan Yang , Chengrui Qu , Muning Wen , Laixi Shi , Ying Wen , Weinan Zhang , Adam Wierman , Shangding Gu

Current macroeconomic models with agent heterogeneity can be broadly divided into two main groups. Heterogeneous-agent general equilibrium (GE) models, such as those based on Heterogeneous Agent New Keynesian (HANK) or Krusell-Smith (KS)…

多智能体系统 · 计算机科学 2026-02-17 Federico Gabriele , Aldo Glielmo , Marco Taboga

This paper studies the phase balancing of a two and three-agent system where the agents are coupled through heterogeneous controller gains. Balancing refers to the situation in which the movement of agents causes the position of their…

系统与控制 · 计算机科学 2016-05-31 Anoop Jain , Debasish Ghose

Spatial multi-agency has been receiving growing attention from researchers exploring many of the aspects and modalities of this phenomenon. The aim is to develop the theoretical background needed for a multitude of applications involving…

机器人学 · 计算机科学 2016-07-12 Ahmad A. Masoud

We introduce a novel framework for automatic behavior tree (BT) construction in heterogeneous multi-robot systems, designed to address the challenges of adaptability and robustness in dynamic environments. Traditional robots are limited by…

机器人学 · 计算机科学 2025-10-14 Chaoran Wang , Jingyuan Sun , Yanhui Zhang , Mingyu Zhang , Changju Wu

We propose a distributed model predictive control (MPC) framework for coordinating heterogeneous, nonlinear multi-agent systems under individual and coupling constraints. The cooperative task is encoded as a shared objective function…

系统与控制 · 电气工程与系统科学 2026-03-11 Matthias Köhler , Matthias A. Müller , Frank Allgöwer

We address the multi-agent persistent monitoring problem defined on a set of nodes (targets) interconnected over a network topology. A measure of mean overall node state uncertainty evaluated over a finite period is to be minimized by…

系统与控制 · 电气工程与系统科学 2020-10-06 Shirantha Welikala , Christos G. Cassandras

The existing results on controllability of multi-agents networks are mostly based on homogeneous nodes. This paper focuses on controllability of heterogeneous multi-agent networks, where the agents are modeled as two types. One type is that…

最优化与控制 · 数学 2017-08-11 Bin Zhao , Michael Z. Q. Chen , Yongqiang Guan , Long Wang

We propose a fully decentralized multi-agent world model that enables both symbol emergence for communication and coordinated behavior through temporal extension of collective predictive coding. Unlike previous research that focuses on…

多智能体系统 · 计算机科学 2026-04-13 Kentaro Nomura , Tatsuya Aoki , Tadahiro Taniguchi , Takato Horii

Distributed formation maneuver control refers to the problem of maneuvering a group of agents to change their formation shape by adjusting the motions of partial agents, where the controller of each agent only requires local information…

系统与控制 · 电气工程与系统科学 2026-05-21 Tao He , Gangshan Jing

Multi-agent systems are increasingly equipped with heterogeneous multimodal sensors, enabling richer perception but introducing modality-specific and agent-dependent uncertainty. Existing multi-agent collaboration frameworks typically…

机器学习 · 计算机科学 2026-02-05 Rui Liu , Pratap Tokekar , Ming Lin

We present a concept of constrained collaborative mobile agents (CCMA) system, which consists of multiple wheeled mobile agents constrained by a passive kinematic chain. This mobile robotic system is modular in nature, the passive kinematic…

机器人学 · 计算机科学 2019-09-11 Nitish Kumar , Stelian Coros

The Human-Autonomy Teaming paradigm (HAT) has recently emerged to model and design hybrid teams, where a human operator must cooperate with an artificial agent, able to independently evolve in dynamic and uncertain situations. An important…

人机交互 · 计算机科学 2023-01-18 Philippe Rauffet

Heterogeneous multi-robot systems (HMRS) have emerged as a powerful approach for tackling complex tasks that single robots cannot manage alone. Current large-language-model-based multi-agent systems (LLM-based MAS) have shown success in…

机器人学 · 计算机科学 2025-02-18 Junting Chen , Checheng Yu , Xunzhe Zhou , Tianqi Xu , Yao Mu , Mengkang Hu , Wenqi Shao , Yikai Wang , Guohao Li , Lin Shao