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Article

Representation, Alignment, and Generation: A Comprehensive Survey of Foundation Models for Non-Invasive Brain Decoding

2025-12-02

Abstract excerpt

The ability to decode human thoughts, intentions, and perceptions directly from non-invasive brain recordings holds transformative potential for healthcare, communication, and human-computer interaction. However, translating the safety and scalability of methods like Functional Magnetic Resonance Imaging (fMRI), Electroencephalography (EEG), and Magnetoencephalography (MEG) into real-world utility has traditionall...

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Literature Corpus work
e67d4b62-587a-5b37-b2ad-b8426e6e11ad
DOI
10.64898/2025.11.30.691403
Open publication

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