2 papers
cs.LG2025
Multi-Channel Differential Transformer for Cross-Domain Sleep Stage Classification with Heterogeneous EEG and EOG
Benjamin Wei Hao Chin, Yuin Torng Yew, Haocheng Wu +5
Classification of sleep stages is essential for assessing sleep quality and diagnosing sleep disorders. However, manual inspection of EEG characteristics for each stage is time-con…
cs.LG2025
EEGDM: EEG Representation Learning via Generative Diffusion Model
Jia Hong Puah, Sim Kuan Goh, Ziwei Zhang +6
While electroencephalogram (EEG) has been a crucial tool for monitoring the brain and diagnosing neurological disorders (e.g., epilepsy), learning meaningful representations from r…