Staging by the Book: Automatic Sleep Stage Classification Using Scoring Rules

ArXi:2605.22859v1 Announce Type: cross Automated sleep staging is commonly approached as a supervised machine learning problem, with deep learning methods dominating recent research. While machine learning models achieve near-human level agreement with human-scored reference sleep stages, their decisions are typically opaque and not designed to follow clinical scoring rules.