AI RESEARCH

Unsupervised domain transfer: Overcoming signal degradation in sleep monitoring by increasing scoring realism

arXiv CS.LG

ArXi:2604.13988v1 Announce Type: new Objective: Investigate whether hypnogram 'realism' can be used to guide an unsupervised method for handling arbitrary types of signal degradation in mobile sleep monitoring. Approach: Combining a pretrained, state-of-the-art 'u-sleep' model with a 'discriminator' network, we align features from a target domain with a feature space learned during pre