2 papers
cs.LG2026
Rethinking Random Transformers as Adaptive Sequence Smoothers for Sleep Staging
Guisong Liu, Xin Gao, Martin Dresler +2
Automatic sleep staging commonly adopts Transformers under the assumption that they learn complex long-range dependencies. We challenge this view by revealing a neglected property…
cs.HC2025
Sleep Modulation: The Challenge of Transitioning from Open Loop to Closed Loop
Guisong Liu, Jiansong Zhang, Yinpei Luo +5
Sleep disorders have emerged as a critical global health issue, highlighting the urgent need for effective and widely accessible intervention technologies. Non-invasive brain stimu…