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cs.HC2026
BRIDGE-EEG: Bridging Self-Supervised Pretraining and Efficient Deployment for Cross-Dataset EEG Classification
Meghna Roy Chowdhury, Chengwei Zhou, Haotian Yu +2
The growing use of electroencephalography (EEG) motivates automated analysis that is accurate, transferable, and deployable on constrained hardware. Recent EEG foundation models le…
cs.LG2026
From Muscle to Text with MyoText: sEMG to Text via Finger Classification and Transformer-Based Decoding
Meghna Roy Chowdhury, Shreyas Sen, Yi Ding
Surface electromyography (sEMG) provides a direct neural interface for decoding muscle activity and offers a promising foundation for keyboard-free text input in wearable and mixed…