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
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…
cs.LG2025
Transformer Model Detects Antidepressant Use From a Single Night of Sleep, Unlocking an Adherence Biomarker
Ali Mirzazadeh, Simon Cadavid, Kaiwen Zha +10
Antidepressant nonadherence is pervasive, driving relapse, hospitalization, suicide risk, and billions in avoidable costs. Clinicians need tools that detect adherence lapses prompt…