Article

An EMG Foundation Model for Neural Decoding

2025-12-19

Abstract excerpt

Decoding algorithms can be used to predict motor behaviour from patterns of neural activity. However, most studies rely on subject-optimized models, limiting generalization and scalability to novel subjects and tasks. Building on recent advances in deep learning and large-scale data, here we developed an EMG foundation model for neural decoding. Our model was trained on more than 197 hours of neural recordings fro...

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Literature Corpus work: ebb01e2f-a640-562b-ac17-d7439c368197
DOI: 10.64898/2025.12.17.694831

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