학술논문

The Robot Olympics: Estimating and Influencing Beliefs About a Robot’s Perceptual Capabilities
Document Type
Conference
Source
2022 31st IEEE International Conference on Robot and Human Interactive Communication (RO-MAN) Robot and Human Interactive Communication (RO-MAN), 2022 31st IEEE International Conference on. :1405-1412 Aug, 2022
Subject
Communication, Networking and Broadcast Technologies
Computing and Processing
Robotics and Control Systems
Signal Processing and Analysis
Privacy
Decision making
Games
Maintenance engineering
Safety
Cognitive science
Behavioral sciences
Language
ISSN
1944-9437
Abstract
People often hold inaccurate mental models of robots. When such misconceptions regard a robot’s perceptual capabilities, they can lead to issues with safety, privacy, and interaction efficiency. This work is the first attempt to model users’ beliefs about a robot’s perceptual capabilities and make plans to improve their accuracy—i.e., to perform belief repair. We designed a new domain called the Robot Olympics, implemented it as a web-based game platform for collecting data about users’ beliefs, and developed an approach to estimating and influencing users’ beliefs about a virtual robot in that domain. We then conducted a study that collected user behavior and belief data from 240 online participants who played the game. Results revealed shortcomings in modeling the participant’s interpretations of the robot’s actions, as well as the decision making process behind their own actions. The insights from this work provide recommendations for designing further studies and improving user models to support belief repair in human-robot interaction.