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Punnisa Amornsirikul

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Preprint Aug 2026

EEG-PRISM: Physiologically-Grounded Interpretability of Predictions by EEG Foundation Models

Objective: Foundation models represent the next advancement in AI for EEG analysis; however current explainable AI techniques provide attribution scores in the time-channel input space, which is mismatched to clinical intuition about EEG. Thus, there is a critical need for a universal method that can extend the interpr...

Deeksha M. Shama, Punnisa Amornsirikul, Archana Venkataraman · 0 citations

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