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Letting robots emulate human behavior has always posed a challenge, particularly in scenarios involving multiple robots. In this paper, we presented a framework aimed at achieving multi-agent reinforcement learning for robot control in…

机器人学 · 计算机科学 2023-05-25 Kangkang Duan , Christine Wun Ki Suen , Zhengbo Zou

As robots enter human workspaces, there is a crucial need for them to comprehend embodied human instructions, enabling intuitive and fluent human-robot interaction (HRI). However, accurate comprehension is challenging due to a lack of…

机器人学 · 计算机科学 2025-12-09 Md Mofijul Islam , Alexi Gladstone , Sujan Sarker , Ganesh Nanduru , Md Fahim , Keyan Du , Aman Chadha , Tariq Iqbal

This paper presents a human-robot trust integrated task allocation and motion planning framework for multi-robot systems (MRS) in performing a set of tasks concurrently. A set of task specifications in parallel are conjuncted with MRS to…

机器人学 · 计算机科学 2018-12-04 Huanfei Zheng , Zhanrui Liao , Yue Wang

Learning to interact with the environment not only empowers the agent with manipulation capability but also generates information to facilitate building of action understanding and imitation capabilities. This seems to be a strategy adopted…

机器人学 · 计算机科学 2022-12-06 M. Y. Seker , A. Ahmetoglu , Y. Nagai , M. Asada , E. Oztop , E. Ugur

Multi-agent systems (MAS) are increasingly tasked with solving complex, knowledge-intensive problems where effective agent orchestration is critical. Conventional orchestration methods rely on static agent descriptions, which often become…

多智能体系统 · 计算机科学 2025-09-25 Danilo Trombino , Vincenzo Pecorella , Alessandro de Giulii , Davide Tresoldi

When humans work together to complete a joint task, each person builds an internal model of the situation and how it will evolve. Efficient collaboration is dependent on how these individual models overlap to form a shared mental model…

机器人学 · 计算机科学 2022-08-26 Wesley P. Chan , Morgan Crouch , Khoa Hoang , Charlie Chen , Nicole Robinson , Elizabeth Croft

Conversational Recommender Systems (CRS) has become an emerging research topic seeking to perform recommendations through interactive conversations, which generally consist of generation and recommendation modules. Prior work on CRS tends…

计算与语言 · 计算机科学 2022-09-26 Lingzhi Wang , Shafiq Joty , Wei Gao , Xingshan Zeng , Kam-Fai Wong

Multi-Robot System (MRS) has garnered widespread research interest and fostered tremendous interesting applications, especially in cooperative control fields. Yet little light has been shed on the compound ability of formation, monitoring…

人工智能 · 计算机科学 2023-11-07 Sizhao Li , Yuming Xiang , Rongpeng Li , Zhifeng Zhao , Honggang Zhang

There is a growing need for social robots and intelligent agents that can effectively interact with and support users. For the interactions to be seamless, the agents need to analyse social scenes and behavioural cues from their (robot's)…

机器人学 · 计算机科学 2025-10-28 Tongfei Bian , Mathieu Chollet , Tanaya Guha

With the advancements in modern intelligent technologies, mobile robots equipped with manipulators are increasingly operating in unstructured environments. These robots can plan sequences of actions for long-horizon tasks based on perceived…

机器人学 · 计算机科学 2025-04-01 Huihui Guo , Huizhang Luo , Huilong Pi , Mingxing Duan , Kenli Li , Chubo Liu

Given a swarm of limited-capability robots, we seek to automatically discover the set of possible emergent behaviors. Prior approaches to behavior discovery rely on human feedback or hand-crafted behavior metrics to represent and evolve…

机器人学 · 计算机科学 2025-02-25 Connor Mattson , Varun Raveendra , Ricardo Vega , Cameron Nowzari , Daniel S. Drew , Daniel S. Brown

We propose a model enabling decentralized multiple agents to share their perception of environment in a fair and adaptive way. In our model, both the current message and historical observation are taken into account, and they are handled in…

多智能体系统 · 计算机科学 2022-02-23 Jingchen Li , Haobin Shi , Kao-Shing Hwang

Designed to track changes in students' knowledge status and predict their future answers based on students' historical answer records. Current research on KT modeling focuses on predicting future student performance based on existing,…

人工智能 · 计算机科学 2025-12-18 Lixiang Xu , Xianwei Ding , Xin Yuan , Zhanlong Wang , Lu Bai , Enhong Chen , Philip S. Yu , Yuanyan Tang

Knowledge Transfer (KT) techniques tackle the problem of transferring the knowledge from a large and complex neural network into a smaller and faster one. However, existing KT methods are tailored towards classification tasks and they…

机器学习 · 计算机科学 2019-03-21 Nikolaos Passalis , Anastasios Tefas

Multi-agent systems (MAS) are increasingly capable of tackling complex real-world tasks, yet their reliance on inter-agent coordination, tool use, and long-horizon reasoning makes error recognition particularly challenging. Minor errors can…

多智能体系统 · 计算机科学 2025-09-30 Yifan Yu , Moyan Li , Shaoyuan Xu , Jinmiao Fu , Xinhai Hou , Fan Lai , Bryan Wang

Cooperative information shared among a multi-agent system (MAS) can be useful to agents to efficiently fulfill their missions. Relying on wrong information, however, can have severe consequences. While classical approaches only consider…

信号处理 · 电气工程与系统科学 2019-05-23 Johannes Müller , Tobias Meuser , Ralf Steinmetz , Michael Buchholz

In this paper, we show how a planning algorithm can be used to automatically create and update a Behavior Tree (BT), controlling a robot in a dynamic environment. The planning part of the algorithm is based on the idea of back chaining.…

机器人学 · 计算机科学 2020-07-16 Michele Colledanchise , Diogo Almeida , Petter Ögren

We explore how to enhance next-token prediction models to perform in-context imitation learning on a real robot, where the robot executes new tasks by interpreting contextual information provided during the input phase, without updating its…

Communication constraints can significantly impact robots' ability to share information, coordinate their movements, and synchronize their actions, thus limiting coordination in Multi-Robot Exploration (MRE) applications. In this work, we…

机器人学 · 计算机科学 2024-07-24 Alysson Ribeiro da Silva , Luiz Chaimowicz , Thales Costa Silva , Ani Hsieh

Trust has been identified as a central factor for effective human-robot teaming. Existing literature on trust modeling predominantly focuses on dyadic human-autonomy teams where one human agent interacts with one robot. There is little, if…

机器人学 · 计算机科学 2023-01-27 Yaohui Guo , X. Jessie Yang , Cong Shi