Sleep Staging

Designing interpretable CNN-Transformer pipelines that estimate sleep stages from cross-modal biosignals collected in clinical studies and remote assignments.

A wrist-actigraphy deep learning pipeline that beats classical sleep scoring without handcrafted features.