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cs.RO2026

ERR@HRI 3.0 Challenge: Multimodal Detection of Errors and Anticipation in Human-Robot Interactions

Maria Teresa Parreira, Micol Spitale, Maia Stiber +5

The paper presents the ERR@HRI 3.0 Challenge, which provides two naturalistic video datasets for developing multimodal machine learning models that detect bystander reactions to ro…

cs.RO2026

Signal or 'Noise': Human Reactions to Robot Errors in the Wild

Maia Stiber, Sameer Khan, Russell Taylor +1

In the real world, robots frequently make errors, yet little is known about people's social responses to errors outside of lab settings. Prior work has shown that social signals ar…

cs.RO2025

ERR@HRI 2.0 Challenge: Multimodal Detection of Errors and Failures in Human-Robot Conversations

Shiye Cao, Maia Stiber, Amama Mahmood +5

The integration of large language models (LLMs) into conversational robots has made human-robot conversations more dynamic. Yet, LLM-powered conversational robots remain prone to e…

cs.RO2025

Xpress: A System For Dynamic, Context-Aware Robot Facial Expressions using Language Models

Victor Nikhil Antony, Maia Stiber, Chien-Ming Huang

Facial expressions are vital in human communication and significantly influence outcomes in human-robot interaction (HRI), such as likeability, trust, and companionship. However, c…

cs.RO2025

Robot Error Awareness Through Human Reactions: Implementation, Evaluation, and Recommendations

Maia Stiber, Russell Taylor, Chien-Ming Huang

Effective error detection is crucial to prevent task disruption and maintain user trust. Traditional methods often rely on task-specific models or user reporting, which can be infl…

cs.RO2024

ERR@HRI 2024 Challenge: Multimodal Detection of Errors and Failures in Human-Robot Interactions

Micol Spitale, Maria Teresa Parreira, Maia Stiber +7

Despite the recent advancements in robotics and machine learning (ML), the deployment of autonomous robots in our everyday lives is still an open challenge. This is due to multiple…