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Mamba NeuroDynamics Integration Net:A cross-task highly generalizable fNIRS-based brain decoding framework | Synapse
March 3, 2026
Mamba NeuroDynamics Integration Net:A cross-task highly generalizable fNIRS-based brain decoding framework
QH
Qiulei Han
HY
Hua Ye
Changchun University of Science and Technology
YS
Yan Sun
Changchun University of Science and Technology
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The Mamba NeuroDynamics Integration Net demonstrates significant improvements in brain decoding accuracy.
Relying on fNIRS technology, it achieves generalizability across different cognitive tasks.
This cross-task assessment enhances the understanding of neurodynamics within neural networks.
The findings support further exploration into the practical applications of brain-computer interfaces.
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Han et al. (Mon,) studied this question.
synapsesocial.com/papers/69a76626badf0bb9e87dbe64
https://doi.org/https://doi.org/10.1016/j.bspc.2026.109706
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