5 papers
SocialPulse: On-Device Detection of Social Interactions in Naturalistic Settings Using Smartwatch Sensing
Md Sabbir Ahmed, Kaitlyn Dorothy Petz, Noah French +6
Social interactions are fundamental to well-being, yet automatically detecting them in daily life-particularly using wearables-remains underexplored. Most existing systems are eval…
PSI: Shared State as the Missing Layer for Coherent AI-Generated Instruments in Personal AI Agents
Zhiyuan Wang, Erzhen Hu, Mark Rucker +1
Personal AI tools can now be generated from natural-language requests, but they often remain isolated after creation. We present PSI, a shared-state architecture that turns indepen…
WatchAnxiety: A Transfer Learning Approach for State Anxiety Prediction from Smartwatch Data
Md Sabbir Ahmed, Noah French, Mark Rucker +6
Social anxiety is a common mental health condition linked to significant challenges in academic, social, and occupational functioning. A core feature is elevated momentary (state)…
SocialPulse: An On-Smartwatch System for Detecting Real-World Social Interactions
Md Sabbir Ahmed, Arafat Rahman, Mark Rucker +1
Social interactions are a fundamental part of daily life and play a critical role in well-being. As emerging technologies offer opportunities to unobtrusively monitor behavior, the…
Understanding State Social Anxiety in Virtual Social Interactions using Multimodal Wearable Sensing Indicators
Maria A. Larrazabal, Zhiyuan Wang, Mark Rucker +4
Mobile sensing is ubiquitous and offers opportunities to gain insight into state mental health functioning. Detecting state elevations in social anxiety would be especially useful…