NeurosciencebioRxivPreprint
Lack of Consensus for Manual Mouse Sleep Scoring Limits Implementation of Automatic Deep Learning Models
Laura Rose, Alexander Neergaard Zahid, Javier García Ciudad…·Birgitte Rahbek Kornum
This study shows that automatic deep learning models for mouse sleep scoring struggle to generalize across labs due to signal variability and label noise, and proposes four robust models trained on diverse data.
DOI 10.64898/2026.03.27.714381