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As robots are increasingly deployed in real-world scenarios, a key question is how to best transfer knowledge learned in one environment to another, where shifting constraints and human preferences render adaptation challenging. A central…

人机交互 · 计算机科学 2022-05-18 Andreea Bobu , Andi Peng

Autonomous navigation guided by natural language instructions is essential for improving human-robot interaction and enabling complex operations in dynamic environments. While large language models (LLMs) are not inherently designed for…

机器人学 · 计算机科学 2024-12-04 Pranav Doma , Aliasghar Arab , Xuesu Xiao

We present a substantial extension of our Human-Aware Task Planning framework, tailored for scenarios with intermittent shared execution experiences and significant belief divergence between humans and robots, particularly due to the…

机器人学 · 计算机科学 2024-09-30 Shashank Shekhar , Anthony Favier , Rachid Alami

Natural-language-facilitated human-robot cooperation (NLC), in which natural language (NL) is used to share knowledge between a human and a robot for conducting intuitive human-robot cooperation (HRC), is continuously developing in the…

机器人学 · 计算机科学 2017-05-30 Rui Liu , Xiaoli Zhang

A major challenge in research involving artificial intelligence (AI) is the development of algorithms that can find solutions to problems that can generalize to different environments and tasks. Unlike AI, humans are adept at finding…

人工智能 · 计算机科学 2021-10-12 Semir Tatlidil , Yanqi Liu , Emily Sheetz , R. Iris Bahar , Steven Sloman

Producing robust task plans in human-robot collaborative missions is a critical activity in order to increase the likelihood of these missions completing successfully. Despite the broad research body in the area, which considers different…

多智能体系统 · 计算机科学 2025-04-10 Gricel Vázquez , Alexandros Evangelidis , Sepeedeh Shahbeigi , Simos Gerasimou

Enabling robot teams to execute natural language commands requires translating high-level instructions into feasible, efficient multi-robot plans. While Large Language Models (LLMs) combined with Planning Domain Description Language (PDDL)…

机器人学 · 计算机科学 2025-10-28 Guangyao Shi , Yuwei Wu , Vijay Kumar , Gaurav S. Sukhatme

Efficient and robust task planning for a human-robot collaboration (HRC) system remains challenging. The human-aware task planner needs to assign jobs to both robots and human workers so that they can work collaboratively to achieve better…

机器人学 · 计算机科学 2022-04-19 Jessica Leu , Yujiao Cheng , Changliu Liu , Masayoshi Tomizuka

The bridging research between Human-Computer Interaction and Natural Language Processing is developing quickly these years. However, there is still a lack of formative guidelines to understand the human-machine interaction in the NLP loop.…

人机交互 · 计算机科学 2022-11-04 Ruyuan Wan , Naome Etori , Karla Badillo-Urquiola , Dongyeop Kang

Adaptive task planning is fundamental to ensuring effective and seamless human-robot collaboration. This paper introduces a robot task planning framework that takes into account both human leading/following preferences and performance,…

机器人学 · 计算机科学 2025-07-22 Ali Noormohammadi-Asl , Stephen L. Smith , Kerstin Dautenhahn

Increased robot deployment, such as in warehousing, has revealed a need for seamless collaboration among heterogeneous robot teams to resolve unforeseen conflicts. To address this challenge, we propose a novel, decentralized framework for…

机器人学 · 计算机科学 2025-05-20 Dan BW Choe , Sundhar Vinodh Sangeetha , Steven Emanuel , Chih-Yuan Chiu , Samuel Coogan , Shreyas Kousik

The increasing deployment of robots in co-working scenarios with humans has revealed complex safety and efficiency challenges in the computation robot behavior. Movement among humans is one of the most fundamental -- and yet critical --…

机器人学 · 计算机科学 2022-03-04 Mehdi Dadvar , Keyvan Majd , Elena Oikonomou , Georgios Fainekos , Siddharth Srivastava

Human-robot interaction can be divided into two categories based on the physical distance between the human and robot: remote and proximal. In proximal interaction, the human and robot often engage in close coordination; in remote…

人工智能 · 计算机科学 2014-12-10 Vignesh Narayanan , Yu Zhang , Nathaniel Mendoza , Subbarao Kambhampati

Robots are required to execute increasingly complex instructions in dynamic environments, which can lead to a disconnect between the user's intent and the robot's representation of the instructions. In this paper we present a natural…

机器人学 · 计算机科学 2017-10-05 Adrian Boteanu , Jacob Arkin , Siddharth Patki , Thomas Howard , Hadas Kress-Gazit

To facilitate the wider adoption of robotics, accessible programming tools are required for non-experts. Observational learning enables intuitive human skills transfer through hands-on demonstrations, but relying solely on visual input can…

机器人学 · 计算机科学 2025-07-29 Elena Merlo , Marta Lagomarsino , Arash Ajoudani

Large Language Models (LLMs) have been recently used in robot applications for grounding LLM common-sense reasoning with the robot's perception and physical abilities. In humanoid robots, memory also plays a critical role in fostering…

Robotic agents must master common sense and long-term sequential decisions to solve daily tasks through natural language instruction. The developments in Large Language Models (LLMs) in natural language processing have inspired efforts to…

机器人学 · 计算机科学 2024-09-16 Yaran Chen , Wenbo Cui , Yuanwen Chen , Mining Tan , Xinyao Zhang , Dongbin Zhao , He Wang

In this paper, we consider a first step to bridge a gap in coordinating task planning robots. Specifically, we study the automatic construction of languages that are maximally flexible while being sufficiently explicative for coordination.…

人工智能 · 计算机科学 2024-02-26 Yu Zhang

Human-robot teaming is one of the most important applications of artificial intelligence in the fast-growing field of robotics. For effective teaming, a robot must not only maintain a behavioral model of its human teammates to project the…

机器人学 · 计算机科学 2019-01-18 Mehrdad Zakershahrak , Yu Zhang

Effective collaboration between a robot and a person requires natural communication. When a robot travels with a human companion, the robot should be able to explain its navigation behavior in natural language. This paper explains how a…

人工智能 · 计算机科学 2017-09-29 Raj Korpan , Susan L. Epstein , Anoop Aroor , Gil Dekel