3 papers
cs.AI2026
CLEF: EEG Foundation Model for Learning Clinical Semantics
Peng Cao, Ali Mirzazadeh, Jong Woo Lee +2
Clinical EEG interpretation requires reasoning over full EEG sessions and integrating signal patterns with clinical context. Existing EEG foundation models are largely designed for…
cs.LG2026
WavesFM: Hierarchical Representation Learning for Longitudinal Wearable Sensor Waveforms
Peng Cao, Zhijian Yang, Tennison Liu +17
Wearable sensors enable the continuous acquisition of high-resolution physiological waveforms, such as photoplethysmography and accelerometry, under free-living conditions. However…
cs.LG2026
Physiology as Language: Translating Respiration to Sleep EEG
Kaiwen Zha, Chao Li, Hao He +7
This paper introduces a novel cross-physiology translation task: synthesizing sleep electroencephalography (EEG) from respiration signals. To address the significant complexity gap…