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In collaborative human-robot tasks, safety requires not only avoiding collisions but also ensuring safe, intentional physical contact. We present ContactRL, a reinforcement learning (RL) based framework that directly incorporates contact…

机器人学 · 计算机科学 2025-12-04 Sundas Rafat Mulkana , Ronyu Yu , Tanaya Guha , Emma Li

Integrating robots into populated environments is a complex challenge that requires an understanding of human social dynamics. In this work, we propose to model social motion forecasting in a shared human-robot representation space, which…

机器人学 · 计算机科学 2024-04-09 Esteve Valls Mascaro , Yashuai Yan , Dongheui Lee

Developing robots that can assist humans efficiently, safely, and adaptively is crucial for real-world applications such as healthcare. While previous work often assumes a centralized system for co-optimizing human-robot interactions, we…

机器人学 · 计算机科学 2024-12-30 Jason Qin , Shikun Ban , Wentao Zhu , Yizhou Wang , Dimitris Samaras

This paper presents a comprehensive framework to enhance Human-Robot Collaboration (HRC) in real-world scenarios. It introduces a formalism to model articulated tasks, requiring cooperation between two agents, through a smaller set of…

机器人学 · 计算机科学 2024-06-10 Valerio Belcamino , Mariya Kilina , Linda Lastrico , Alessandro Carfì , Fulvio Mastrogiovanni

To understand and collaborate with humans, robots must account for individual human traits, habits, and activities over time. However, most robotic assistants lack these abilities, as they primarily focus on predefined tasks in structured…

机器人学 · 计算机科学 2025-10-28 Chenyang Ma , Kai Lu , Ruta Desai , Xavier Puig , Andrew Markham , Niki Trigoni

Large Language Models (LLMs) are gaining popularity in the field of robotics. However, LLM-based robots are limited to simple, repetitive motions due to the poor integration between language models, robots, and the environment. This paper…

机器人学 · 计算机科学 2024-07-02 Haokun Liu , Yaonan Zhu , Kenji Kato , Atsushi Tsukahara , Izumi Kondo , Tadayoshi Aoyama , Yasuhisa Hasegawa

Effective human-robot collaboration in open-world environments requires joint planning under uncertain conditions. However, existing approaches often treat humans as passive supervisors, preventing autonomous agents from becoming human-like…

机器人学 · 计算机科学 2026-03-10 Zeyu Fang , Yuxin Lin , Cheng Liu , Beomyeol Yu , Zeyuan Yang , Rongqian Chen , Taeyoung Lee , Mahdi Imani , Tian Lan

To facilitate natural and intuitive interactions with diverse user groups in real-world settings, social robots must be capable of addressing the varying requirements and expectations of these groups while adapting their behavior based on…

The integration of collaborative robots into industrial environments has improved productivity, but has also highlighted significant challenges related to operator safety and ergonomics. This paper proposes an innovative framework that…

机器人学 · 计算机科学 2025-04-15 Francesco Iodice , Elena De Momi , Arash Ajoudani

As the autonomy and capabilities of robotic systems increase, they are expected to play the role of teammates rather than tools and interact with human collaborators in a more realistic manner, creating a more human-like relationship. Given…

机器人学 · 计算机科学 2020-11-11 Zahra Rezaei Khavas , Reza Ahmadzadeh , Paul Robinette

Effective human-robot collaboration hinges on robust communication channels, with visual signaling playing a pivotal role due to its intuitive appeal. Yet, the creation of visually intuitive cues often demands extensive resources and…

机器人学 · 计算机科学 2024-09-24 Shubham Sonawani , Fabian Weigend , Heni Ben Amor

The Robadom project aims at creating a homecare robot that help and assist people in their daily life, either in doing task for the human or in managing day organization. A robot could have this kind of role only if it is accepted by…

机器人学 · 计算机科学 2012-06-15 Céline Jost , Brigitte Le Pévédic , Dominique Duhaut

In this paper, we aim at improving human motion prediction during human-robot collaboration in industrial facilities by exploiting contributions from both physical and physiological signals. Improved human-machine collaboration could prove…

机器人学 · 计算机科学 2019-05-29 Stefano Tortora , Stefano Michieletto , Francesca Stival , Emanuele Menegatti

One of the most challenging coordination problems in artificial intelligence is to achieve successful collaboration across large-scale heterogeneous systems that include Robots, Agents, and People (RAP). In the best case, these RAP systems…

多智能体系统 · 计算机科学 2018-08-27 Neda Hajiakhoond , Gita Sukthankar

Common experience suggests that agents who know each other well are better able to work together. In this work, we address the problem of calibrating intention and capabilities in human-robot collaboration. In particular, we focus on…

机器人学 · 计算机科学 2020-08-04 Joshua Lee , Jeffrey Fong , Bing Cai Kok , Harold Soh

As robots get more integrated into human environments, fostering trustworthiness in embodied robotic agents becomes paramount for an effective and safe human-robot interaction (HRI). To achieve that, HRI applications must promote human…

机器人学 · 计算机科学 2025-09-23 Carlo Mazzola , Hassan Ali , Kristína Malinovská , Igor Farkaš

In recent years, the focus on developing robot manipulators has shifted towards prioritizing safety in Human-Robot Interaction (HRI). Impedance control is a typical approach for interaction control in collaboration tasks. However, such a…

机器人学 · 计算机科学 2025-04-24 Zi-Qi Yang , Miaomiao Wang , Mehrdad R. Kermani

Physical human-robot interaction can improve human ergonomics, task efficiency, and the flexibility of automation, but often requires application-specific methods to detect human state and determine robot response. At the same time, many…

机器人学 · 计算机科学 2026-02-17 Kevin Haninger , Christian Hegeler , Luka Peternel

Detecting miscommunication in human-robot interaction is a critical function for maintaining user engagement and trust. While humans effortlessly detect communication errors in conversations through both verbal and non-verbal cues, robots…

机器人学 · 计算机科学 2025-06-26 Ruben Janssens , Jens De Bock , Sofie Labat , Eva Verhelst , Veronique Hoste , Tony Belpaeme

The anticipation of human behavior is a crucial capability for robots to interact with humans safely and efficiently. We employ a smart edge sensor network to provide global observations, future predictions, and goal information to…

机器人学 · 计算机科学 2025-09-16 Simon Bultmann , Raphael Memmesheimer , Jan Nogga , Julian Hau , Sven Behnke