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cs.LG2026
CAMEL-CLIP: Channel-aware Multimodal Electroencephalography-text Alignment for Generalizable Brain Foundation Models
Hanseul Choi, Jinyeong Park, Seongwon Jin +2
Electroencephalography (EEG) foundation models have shown promise for learning generalizable representations, yet they remain sensitive to channel heterogeneity, such as changes in…
cs.LG2026
A swap-adversarial framework for domain generalization in pre- and post-stimulation Parkinsonian state classification
Seongwon Jin, Hanseul Choi, Sunggu Yang +2
We propose a novel swap-adversarial framework that mitigates high inter-subject variability and the high-dimensional low-sample-size problem in electrocorticography (ECoG) data. It…