arxivcs.LGastro-ph.IMcs.CVphysics.comp-ph2026-06-29
ScaleAware-JEPA: Latent Representation for Discovery in Multiscale Physical Fields
Continuous physical fields represent a large fraction of data under scientific investigation. Their multiscale structures are central to discovery, yet useful coordinates are not known in advance. Standard self-supervised methods define context and targets in fixed image coordina…