This spectral formulation enables robust learning of spatiotemporal dynamics of amyloid, tau, neurodegeneration, and cognitive decline from longitudinal imaging and biomarker data within the Alzheimer’s Disease Neuroimaging Initiative (ADNI) cohort. Here, MAPT is linked to Mental deterioration.