Detecting Agitation Before Behavioral Escalation in Autistic Youth Through Multimodal Wearable Sensing

arXiv:2609.24791 · cs.HC, cs.LG · Submitted 2026-09-21 · Read on arXiv

cs.HC, cs.LG

Submitted: 2026-09-21

Updated: 2026-09-25

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• AUC — 36× in this paper · explained in 2 episodes
• Foundation Model — 17× in this paper · explained in 3 episodes
• Foundation Models — 12× in this paper · explained in 7 episodes
• Accuracy — 6× in this paper · explained in 1 episode
• Adaptation — 6× in this paper · explained in 1 episode
• Heart Rate — 6× in this paper
• Applied Behavior Analysis — 5× in this paper
• Embeddings — 4× in this paper · explained in 2 episodes
• Ablation — 3× in this paper · explained in 1 episode
• Failure Modes — 3× in this paper · explained in 3 episodes
• Fine-Tuning — 3× in this paper · explained in 5 episodes
• AUROC — 2× in this paper · explained in 2 episodes
• Alternation — 2× in this paper · explained in 1 episode
• Feature Engineering — 2× in this paper · explained in 3 episodes
• Adam — 1× in this paper · explained in 2 episodes
• Distillation — 1× in this paper · explained in 2 episodes
• Downstream Tasks — 1× in this paper · explained in 2 episodes
• EMMA — 1× in this paper · explained in 2 episodes
• Interpretability — 1× in this paper · explained in 15 episodes
• Knowledge Distillation — 1× in this paper · explained in 11 episodes
• Multimodal Dataset — 1× in this paper · explained in 2 episodes
• Predictive Coding — 1× in this paper · explained in 2 episodes
• Predictive Modeling — 1× in this paper · explained in 2 episodes
• Transformer — 1× in this paper · explained in 2 episodes

Sources

• Prediction of Challenging Behaviors Associated with Profound Autism in a Classroom Setting Using Wearable Sensors
• A foundation model for electrodermal activity data

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