Mamba NeuroDynamics Integration Net:A cross-task highly generalizable fNIRS-based brain decoding framework

Key Points

• 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.