Article

AcceleRest: A Physiology-Aware Masked Autoencoder for Wrist Accelerometer-based Sleep Staging and Apnea Evaluation

2026-01-30

Abstract excerpt

Sleep is essential for physical and mental health, yet large–scale assessment of sleep stages and sleep apnea is limited by the cost and burden of clinical polysomnography. Wrist accelerometry provides a scalable lower–fidelity alternative, but its usefulness is highly reliant on modeling choices. Generative self–supervised learning has remained unexplored for this purpose. To address this, we developed and pretra...

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Literature Corpus work: 51a23039-f443-5619-8aa1-69542c9ba072
DOI: 10.64898/2026.01.28.26345056

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