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health monitoring 1interpretable deep learning 1time-series analysis 1transformer models 1wearable sensors 1

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cs.AI2026

HealthCAT: An Interpretable Encoder-only Transformer Framework for Health Indicator Prediction and Temporal Interpretation of Wearable Sensor Data

Xiaotong Yu, Joshua Y. Kim, HaeJin Lee +1

HealthCAT is an encoder‑only transformer framework that predicts health indicators from multivariate wearable sensor time‑series while providing class‑specific, time‑step‑level int…