Junshi Lu

DNA-PPG: A Foundation Model for Photoplethysmography via Dual Neighborhood Alignment

Existing physiological foundation models face two limitations: rigid hard-negative sampling indiscriminately repels morphologically similar samples, distorting the natural manifold; and coarse discretization strategies sever the intrinsic continuity of physiological states, inducing precision loss.