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Humans can collaborate and complete tasks based on visual signals and instruction from the environment. Training such a robot is difficult especially due to the understanding of the instruction and the complicated environment. Previous…

人工智能 · 计算机科学 2023-05-12 Kairui Zhou

Assistive robotic systems endeavour to support those with movement disabilities, enabling them to move again and regain functionality. Main issue with these systems is the complexity of their low-level control, and how to translate this to…

机器人学 · 计算机科学 2019-03-07 Ali Shafti , Pavel Orlov , A. Aldo Faisal

Effective human-robot collaboration (HRC) requires translating high-level intent into contact-stable whole-body motion while continuously adapting to a human partner. Many vision-language-action (VLA) systems learn end-to-end mappings from…

机器人学 · 计算机科学 2026-03-05 Hao Zhang , Ding Zhao , H. Eric Tseng

We investigate the use of Large Language Models (LLMs) to equip neural robotic agents with human-like social and cognitive competencies, for the purpose of open-ended human-robot conversation and collaboration. We introduce a modular and…

机器人学 · 计算机科学 2024-09-30 Philipp Allgeuer , Hassan Ali , Stefan Wermter

Robots are widely collaborating with human users in diferent tasks that require high-level cognitive functions to make them able to discover the surrounding environment. A difcult challenge that we briefy highlight in this short paper is…

计算与语言 · 计算机科学 2020-03-16 Amir Aly , Tadahiro Taniguchi

The study of human-robot interaction is fundamental to the design and use of robotics in real-world applications. Robots will need to predict and adapt to the actions of human collaborators in order to achieve good performance and improve…

Language-guided long-horizon manipulation of deformable objects presents significant challenges due to high degrees of freedom, complex dynamics, and the need for accurate vision-language grounding. In this work, we focus on multi-step…

In this work we propose a novel end-to-end imitation learning approach which combines natural language, vision, and motion information to produce an abstract representation of a task, which in turn is used to synthesize specific motion…

机器人学 · 计算机科学 2019-11-27 Simon Stepputtis , Joseph Campbell , Mariano Phielipp , Chitta Baral , Heni Ben Amor

TalkWithMachines aims to enhance human-robot interaction by contributing to interpretable industrial robotic systems, especially for safety-critical applications. The presented paper investigates recent advancements in Large Language Models…

机器人学 · 计算机科学 2024-12-23 Ammar N. Abbas , Csaba Beleznai

The use of transformer-based models is growing rapidly throughout society. With this growth, it is important to understand how they work, and in particular, how the attention mechanisms represent concepts. Though there are many…

机器学习 · 计算机科学 2024-09-02 Nicholas Pochinkov , Ben Pasero , Skylar Shibayama

Embodied learning for object-centric robotic manipulation is a rapidly developing and challenging area in embodied AI. It is crucial for advancing next-generation intelligent robots and has garnered significant interest recently. Unlike…

机器人学 · 计算机科学 2025-01-15 Ying Zheng , Lei Yao , Yuejiao Su , Yi Zhang , Yi Wang , Sicheng Zhao , Yiyi Zhang , Lap-Pui Chau

Purpose of Review: The field of humanoid robotics, perception plays a fundamental role in enabling robots to interact seamlessly with humans and their surroundings, leading to improved safety, efficiency, and user experience. This…

机器人学 · 计算机科学 2023-09-28 Arindam Roychoudhury , Shahram Khorshidi , Subham Agrawal , Maren Bennewitz

Language is an effective medium for bi-directional communication in human-robot teams. To infer the meaning of many instructions, robots need to construct a model of their surroundings that describe the spatial, semantic, and metric…

机器人学 · 计算机科学 2019-09-24 Ethan Fahnestock , Siddharth Patki , Thomas M. Howard

Transparency is a key factor in improving the performance of human-robot interaction. A transparent interface allows humans to be aware of the state of a robot and to assess the progress of the tasks at hand. When multi-robot systems are…

机器人学 · 计算机科学 2021-05-18 Jayam Patel , Tyagaraja Ramaswamy , Zhi Li , Carlo Pinciroli

This study investigated whether multimodal large language models can achieve human-like sensory grounding by examining their ability to capture perceptual strength ratings across sensory modalities. We explored how model characteristics…

计算与语言 · 计算机科学 2025-11-10 Jonghyun Lee , Dojun Park , Jiwoo Lee , Hoekeon Choi , Sung-Eun Lee

Robots in shared workspaces must interpret human actions from partial, ambiguous observations, where overconfident early predictions can lead to unsafe or disruptive interaction. This challenge is amplified in egocentric views, where…

机器人学 · 计算机科学 2026-03-13 Zhaoda Du , Michael Bowman , Qiaojie Zheng , Xiaoli Zhang

Adaptive control for real-time manipulation requires quick estimation and prediction of object properties. While robot learning in this area primarily focuses on using vision, many tasks cannot rely on vision due to object occlusion. Here,…

机器人学 · 计算机科学 2021-10-12 Ahalya Prabhakar , Stanislas Furrer , Lorenzo Panchetti , Maxence Perret , Aude Billard

The rapid development of Large Language Models (LLMs) creates an exciting potential for flexible, general knowledge-driven Human-Robot Interaction (HRI) systems for assistive robots. Existing HRI systems demonstrate great progress in…

机器人学 · 计算机科学 2025-07-22 Jens V. Rüppel , Andrey Rudenko , Tim Schreiter , Martin Magnusson , Achim J. Lilienthal

Humanoid robots are well suited for human habitats due to their morphological similarity, but developing controllers for them is a challenging task that involves multiple sub-problems, such as control, planning and perception. In this…

机器人学 · 计算机科学 2023-10-11 K. Niranjan Kumar , Irfan Essa , Sehoon Ha

In this paper, we introduce a robotic agent specifically designed to analyze external environments and address participants' questions. The primary focus of this agent is to assist individuals using language-based interactions within…

人工智能 · 计算机科学 2024-06-12 Haozheng Luo , Ruiyang Qin , Chenwei Xu , Guo Ye , Zening Luo