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#motor-decoding

FRIST: FMRI Representation Informed Shared-space Training Improves EEG-only Individual-Finger BCI Decoding

arXiv cs.LG ↗ · 2026-09-14 Cached

FRIST is a two-stage EEG decoding framework that leverages fMRI data to improve EEG-only individual-finger BCI decoding, demonstrating increased accuracy in movement execution and motor imagery tasks.

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#motor-decoding

NeuroPB: Scaling Neural Decoding with Pretrained Behavioral Representations

arXiv cs.LG ↗ · 2026-08-06 Cached

NeuroPB is a framework that scales neural decoding by pretraining a motor encoder on large-scale behavioral data (including robotic trajectories) and aligning neural activity to that representation space, improving trajectory decoding and generalization with limited neural data.

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