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Recent studies have revealed that using social robots can accelerate the learning process of several skills in areas where autistic children typically show deficits. However, most early research studies conducted interactions via free play.…

Robotics · Computer Science 2024-06-18 Christian Giannetti

Understanding human perceptions of robot performance is crucial for designing socially intelligent robots that can adapt to human expectations. Current approaches often rely on surveys, which can disrupt ongoing human-robot interactions. As…

In shared control, advances in autonomous robotics are applied to help empower a human user in operating a robotic system. While these systems have been shown to improve efficiency and operation success, users are not always accepting of…

Robotics · Computer Science 2020-08-26 Connor Brooks , Daniel Szafir

When humans perform a task with an articulated object, they interact with the object only in a handful of ways, while the space of all possible interactions is nearly endless. This is because humans have prior knowledge about what…

Computer Vision and Pattern Recognition · Computer Science 2023-05-30 Liquan Wang , Nikita Dvornik , Rafael Dubeau , Mayank Mittal , Animesh Garg

When robots enter everyday human environments, they need to understand their tasks and how they should perform those tasks. To encode these, reward functions, which specify the objective of a robot, are employed. However, designing reward…

Robotics · Computer Science 2022-10-21 Erdem Bıyık

Brain-controlled robots are a promising new type of assistive device for severely impaired persons. Little is however known about how to optimize the interaction of humans and brain-controlled robots. Information about the human's perceived…

How can we train an assistive human-machine interface (e.g., an electromyography-based limb prosthesis) to translate a user's raw command signals into the actions of a robot or computer when there is no prior mapping, we cannot ask the user…

Machine Learning · Computer Science 2022-09-16 Siddharth Reddy , Sergey Levine , Anca D. Dragan

Humans use semantic concepts such as spatial relations between objects to describe scenes and communicate tasks such as "Put the tea to the right of the cup" or "Move the plate between the fork and the spoon." Just as children, assistive…

Robotics · Computer Science 2023-05-17 Rainer Kartmann , Tamim Asfour

In many real-life settings, algorithms play the role of assistants, while humans ultimately make the final decision. Often, algorithms specifically act as curators, narrowing down a wide range of options into a smaller subset that the human…

Computer Science and Game Theory · Computer Science 2025-11-06 Jiaxin Song , Parnian Shahkar , Kate Donahue , Bhaskar Ray Chaudhury

A dynamic autonomy allocation framework automatically shifts how much control lies with the human versus the robotics autonomy, for example based on factors such as environmental safety or user preference. To investigate the question of…

Robotics · Computer Science 2021-08-04 Christopher X. Miller , Temesgen Gebrekristos , Michael Young , Enid Montague , Brenna Argall

Robots that can operate autonomously in a human living environment are necessary to have the ability to handle various tasks flexibly. One crucial element is coordinated bimanual movements that enable functions that are difficult to perform…

Robotics · Computer Science 2025-03-19 Tomohiro Motoda , Ryo Hanai , Ryoichi Nakajo , Masaki Murooka , Floris Erich , Yukiyasu Domae

We study human-robot handovers in a naturalistic collaboration scenario, where a mobile manipulator robot assists a person during a crafting session by providing and retrieving objects used for wooden piece assembly (functional activities)…

Robotics · Computer Science 2023-04-06 Leimin Tian , Kerry He , Shiyu Xu , Akansel Cosgun , Dana Kulić

The current research standards in robotics demand general approaches to robots' controllers development. In the assistive robotics domain, the human-machine interaction plays a substantial role. Especially, the humans generate intents that…

Human-robot collaboration is an essential research topic in artificial intelligence (AI), enabling researchers to devise cognitive AI systems and affords an intuitive means for users to interact with the robot. Of note, communication plays…

Artificial Intelligence · Computer Science 2021-08-09 Qi Wu , Cheng-Ju Wu , Yixin Zhu , Jungseock Joo

Humans are highly skilled in communicating their intent for when and where a handover would occur. However, even the state-of-the-art robotic implementations for handovers typically lack of such communication skills. This study investigates…

Learning robot objective functions from human input has become increasingly important, but state-of-the-art techniques assume that the human's desired objective lies within the robot's hypothesis space. When this is not true, even methods…

Machine Learning · Computer Science 2018-10-29 Andreea Bobu , Andrea Bajcsy , Jaime F. Fisac , Anca D. Dragan

Human-Robot-Interaction (HRI) research is typically built around the premise that the robot serves to assist a human in achieving a human-led goal or shared task. However, there are many circumstances during HRI in which a robot may need…

Robotics · Computer Science 2016-07-26 David Cameron , Ee Jing Loh , Adriel Chua , Emily Collins , Jonathan M. Aitken , James Law

Collaborative manipulation is inherently multimodal, with haptic communication playing a central role. When performed by humans, it involves back-and-forth force exchanges between the participants through which they resolve possible…

Robotics · Computer Science 2023-08-21 Zhanibek Rysbek , Ki Hwan Oh , Milos Zefran

Recent works on shared autonomy and assistive-AI technologies, such as assistive robot teleoperation, seek to model and help human users with limited ability in a fixed task. However, these approaches often fail to account for humans'…

Artificial Intelligence · Computer Science 2022-11-28 Megha Srivastava , Erdem Biyik , Suvir Mirchandani , Noah Goodman , Dorsa Sadigh

Implicit communication plays such a crucial role during social exchanges that it must be considered for a good experience in human-robot interaction. This work addresses implicit communication associated with the detection of physical…