Qinghua Ling

Causal fMRI-Mamba: Causal State Space Model for Neural Decoding and Brain Task States Recognition

Deep learning advances neural decoding in functional magnetic resonance imaging (fMRI) tasks with convolution and attention-based methods. However, these methods struggle with capturing global spatiotemporal information due to high dimensionality, noise and inter-individual difference of fMRI, which…