SPERA: Spherical Prior EEG Foundation Model with Geometry- and Frequency-Aware Latent Prediction

SPERA is an EEG foundation model that uses a joint-embedding predictive architecture to predict in latent space. It incorporates a Legendre-polynomial spatial prior to encode varying scalp electrode geometries.