Author

Han-Song Ma

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#artificial intelligence Preprint Sep 2026

EEG-Xplain: Decoding Neural Black-Boxes of EEG Foundation Models

EEG foundation models such as BIOT, LaBraM, and EEGMamba have achieved remarkable performance in neural signal decoding, but their black-box nature limits clinical trust and neuroscientific validation. We propose a unified attribution framework for interpreting EEG foundation models across heterogeneous architectures....

Han-Song Ma, Jun-Xiao Wang · 0 citations