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#brain-decoding
1 articles
01
2026-08-13
·
Audio & Speech
·
★ MEMBER
·
PAPER
·
9 min read
Paper Walkthrough: Interpretable MEG Decoding of Perceived Speech — Reading the Decoder's Weights as a Brain Map
From three seconds of magnetoencephalography, this decoder picks the audio a listener was hearing out of 1005 candidates with 39.75% Top-1 accuracy — and, unlike its predecessors, its trained weights translate into cortical locations and rhythms, while paired occlusion experiments reveal which speech features it actually relies on.