Gaze Behavior During a Long-Term, In-Home, Social Robot Intervention for Children with ASD
Rebecca Ramnauth, Frederick Shic, Brian Scassellati

TL;DR
This study demonstrates that a month-long in-home social robot intervention can improve gaze behaviors and joint attention in children with ASD, with implications for clinical practices.
Contribution
It is the first long-term, in-home study showing that social robots can effectively promote gaze and social engagement in children with ASD.
Findings
Increased spontaneous eye contact and joint attention observed.
Behavioral variability and novelty effects identified over time.
ASD diagnostic measures predict gaze patterns.
Abstract
Atypical gaze behavior is a diagnostic hallmark of Autism Spectrum Disorder (ASD), playing a substantial role in the social and communicative challenges that individuals with ASD face. This study explores the impacts of a month-long, in-home intervention designed to promote triadic interactions between a social robot, a child with ASD, and their caregiver. Our results indicate that the intervention successfully promoted appropriate gaze behavior, encouraging children with ASD to follow the robot's gaze, resulting in more frequent and prolonged instances of spontaneous eye contact and joint attention with their caregivers. Additionally, we observed specific timelines for behavioral variability and novelty effects among users. Furthermore, diagnostic measures for ASD emerged as strong predictors of gaze patterns for both caregivers and children. These results deepen our understanding of…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsAutism Spectrum Disorder Research · Assistive Technology in Communication and Mobility
MethodsSoftmax · Attention Is All You Need
