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Evaluation of EEG Foundation Models for Event-Based Burst-Suppression Detection in ICU

First evaluation of EEG foundation models for burst-suppression detection in ICU monitoring.

Elisa Vasta, Thorir Mar Ingolfsson, Andrea Cossettini, Luca Benini, Tilman Beck, Emanuela Keller, Una Pale

TinyMyo: A Tiny Foundation Model for Flexible EMG Signal Processing at the Edge

3.6M-parameter EMG foundation model, first of its kind deployed on an ultra-low-power microcontroller.

Matteo Fasulo, Giusy Spacone, Thorir Mar Ingolfsson, Yawei Li, Luca Benini, Andrea Cossettini

TinyMyo: A Tiny Foundation Model for Flexible EMG Signal Processing at the Edge

CEReBrO: Compact Encoder for Representations of Brain Oscillations Using Efficient Alternating Attention

Alternating-attention EEG foundation model pre-trained on 20k+ hours that doubles speed and cuts memory by 6× versus standard transformers.

Alexandru Dimofte, Glenn Anta Bucagu, Thorir Mar Ingolfsson, Xiaying Wang, Andrea Cossettini, Luca Benini, Yawei Li