3 papers
eess.SP2026
Efficient Temporal Modeling for Mobile Sleep Staging via Lightweight Random Attention
Guisong Liu, Pengfei Wei, Jainsong Zhang +1
Mobile sleep staging serves as a foundational infrastructure for in-home sleep monitoring and closed-loop modulation. But existing sequential models such as RNNs and Transformers a…
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…