BiND, a discriminator-decoder architecture with motion-type routing and trial-relative time indexing, improves unimanual and bimanual hand velocity decoding from intracortical signals by about 2% over a plain GRU on one public dataset.
The state of clinical trials of implantable brain–computer interfaces,
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BiND: A Neural Discriminator-Decoder for Accurate Bimanual Trajectory Prediction in Brain-Computer Interfaces
BiND, a discriminator-decoder architecture with motion-type routing and trial-relative time indexing, improves unimanual and bimanual hand velocity decoding from intracortical signals by about 2% over a plain GRU on one public dataset.