AINeutralarXiv – CS AI · 8h ago6/10
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Channel-Oriented Design for EEG-to-Music Reconstruction
Researchers propose a channel-oriented design approach for EEG-to-music reconstruction that preserves weak neural signals by treating each electrode as an explicit token rather than mixing channels early. The method incorporates channel-wise tokenization, multi-view self-distillation, and structured data augmentation to improve brain-computer interface performance in a challenging domain where signals are noisy and distributed.