Beyond Patient Invariance: Learning Cardiac Dynamics via Action-Conditioned JEPAs
arXiv:2604.22618v1 Announce Type: new
Abstract: Self-supervised learning in healthcare has largely relied on invariance-based objectives, which maximize similarity between different views of the same patient. While effective for static anatomy, this p…