Semigroup-JEPA: Latent Dynamics Consistency for Zero-Shot Physics Generalization

Andy Zeyi Liu, Haoran Sun, Lucas Baker +2

Joint-Embedding Predictive Architecture (JEPA) world models learn a compact latent representation of the world that supports prediction and planning, but their capability to learn…