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A dialogue is successful when there is alignment between the speakers at different linguistic levels. In this work, we consider the dialogue occurring between interlocutors engaged in a collaborative learning task, where they are not only…

Computation and Language · Computer Science 2022-04-15 Utku Norman , Tanvi Dinkar , Barbara Bruno , Chloé Clavel

Owing to the recent success of Large Language Models, Modern A.I has been much focused on linguistic interactions with humans but less focused on non-linguistic forms of communication between man and machine. In the present paper, we test…

Understanding action correspondence between humans and robots is essential for evaluating alignment in decision-making, particularly in human-robot collaboration and imitation learning within unstructured environments. We propose a…

Robotics · Computer Science 2025-04-17 Azizul Zahid , Jie Fan , Farong Wang , Ashton Dy , Sai Swaminathan , Fei Liu

Reinforcement learning (RL) agents aim at learning by interacting with an environment, and are not designed for representing or reasoning with declarative knowledge. Knowledge representation and reasoning (KRR) paradigms are strong in…

Artificial Intelligence · Computer Science 2018-11-26 Keting Lu , Shiqi Zhang , Peter Stone , Xiaoping Chen

During human-robot interaction (HRI), we want the robot to understand us, and we want to intuitively understand the robot. In order to communicate with and understand the robot, we can leverage interactions, where the human and robot…

Robotics · Computer Science 2019-02-05 Dylan P. Losey , Marcia K. O'Malley

A good teacher should not only be knowledgeable, but should also be able to communicate in a way that the student understands -- to share the student's representation of the world. In this work, we introduce a new controlled experimental…

Power dynamics in human-human communication can impact rapport-building and learning gains, but little is known about how power impacts human-agent communication. In this paper, we examine dominance behavior in utterances between…

Human-Computer Interaction · Computer Science 2022-12-06 Amanda Buddemeyer , Xiaoyi Tian , Erin Walker

For robots to seamlessly interact with humans, we first need to make sure that humans and robots understand one another. Diverse algorithms have been developed to enable robots to learn from humans (i.e., transferring information from…

Robotics · Computer Science 2023-12-05 Soheil Habibian , Antonio Alvarez Valdivia , Laura H. Blumenschein , Dylan P. Losey

Humans have a rich representation of the entities in their environment. Entities are described by their attributes, and entities that share attributes are often semantically related. For example, if two books have "Natural Language…

Artificial Intelligence · Computer Science 2020-11-23 Mohamadreza Faridghasemnia , Daniele Nardi , Alessandro Saffiotti

Recent advancements have enabled human-robot collaboration through physical assistance and verbal guidance. However, limitations persist in coordinating robots' physical motions and speech in response to real-time changes in human behavior…

Robotics · Computer Science 2023-10-11 Ravi Tejwani , Chengyuan Ma , Paco Gomez-Paz , Paolo Bonato , H. Harry Asada

To act in the world, robots rely on a representation of salient task aspects: for example, to carry a coffee mug, a robot may consider movement efficiency or mug orientation in its behavior. However, if we want robots to act for and with…

Robotics · Computer Science 2024-01-30 Andreea Bobu , Andi Peng , Pulkit Agrawal , Julie Shah , Anca D. Dragan

One of the keys to the success of collaborative learning is balanced participation by all learners, but this does not always happen naturally. Pedagogical robots have the potential to facilitate balance. However, it remains unclear what…

In the rapidly evolving landscape of Human-Robot Collaboration (HRC), effective communication between humans and robots is crucial for complex task execution. Traditional request-response systems often lack naturalness and may hinder…

Robotics · Computer Science 2024-09-12 Davide Ferrari , Cristian Secchi

Assistive robot arms can help humans by partially automating their desired tasks. Consider an adult with motor impairments controlling an assistive robot arm to eat dinner. The robot can reduce the number of human inputs -- and how precise…

Robotics · Computer Science 2024-03-19 Joshua Hoegerman , Shahabedin Sagheb , Benjamin A. Christie , Dylan P. Losey

Dialogic learning fosters motivation and deeper understanding in education through purposeful and structured dialogues. Foundational models offer a transformative potential for child-robot interactions, enabling the design of personalized,…

Artificial Intelligence · Computer Science 2025-03-21 Elena Malnatsky , Shenghui Wang , Koen V. Hindriks , Mike E. U. Ligthart

The development of human-robot collaboration has the ability to improve manufacturing system performance by leveraging the unique strengths of both humans and robots. On the shop floor, human operators contribute with their adaptability and…

Robotics · Computer Science 2024-06-24 Jonghan Lim , Sujani Patel , Alex Evans , John Pimley , Yifei Li , Ilya Kovalenko

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…

Human-Computer Interaction · Computer Science 2022-05-18 Andreea Bobu , Andi Peng

As conversational agents increasingly engage in emotionally supportive dialogue, it is important to understand how closely their interactions resemble those in traditional therapy settings. This study investigates whether the concerns…

Human-Computer Interaction · Computer Science 2025-06-23 Sophie Chiang , Guy Laban , Hatice Gunes

Integrating robotics into everyday scenarios like tutoring or physical training requires robots capable of adaptive, socially engaging, and goal-oriented interactions. While Large Language Models show promise in human-like communication,…

Robotics · Computer Science 2025-04-03 Luca Garello , Giulia Belgiovine , Gabriele Russo , Francesco Rea , Alessandra Sciutti

With the advent of AI technologies, humans and robots are increasingly teaming up to perform collaborative tasks. To enable smooth and effective collaboration, the topic of value alignment (operationalized herein as the degree of dynamic…

Robotics · Computer Science 2024-05-29 Shreyas Bhat , Joseph B. Lyons , Cong Shi , X. Jessie Yang
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