EMG

ARNI Working Group 2026 – Foundation Models for Wearables: From EEG and EMG to Multimodal Models at the Edge
Invited talk at ARNI’s Frontier Models for Neuroscience and Behavior working group on foundation models for wearable EEG, EMG and multimodal biosignals, from pre-training objectives to measured inference on a milliwatt-class microcontroller.
19 Oct 2026 15:00 Online · ARNI, NSF AI Institute for Artificial and Natural Intelligence (Columbia University / University of Pennsylvania)
Code Slides Models (Hugging Face) ARNI event page
ARNI Working Group 2026 – Foundation Models for Wearables: From EEG and EMG to Multimodal Models at the Edge
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
PDF Project DOI
TinyMyo: A Tiny Foundation Model for Flexible EMG Signal Processing at the Edge