ManifoldFormer: Geometric Deep Learning for Neural Dynamics on Riemannian Manifolds

Yihang Fu, Lifang He, Qingyu Chen

Existing EEG foundation models mainly treat neural signals as generic time series in Euclidean space, ignoring the intrinsic geometric structure of neural dynamics that constrains…