ControlJEPA: Principled Trajectory Regularization via Lyapunov Tube Loss.

arXiv:2610.24951v1 Announce Type: cross Abstract: Next-token prediction leaves hidden-state trajectories largely unconstrained, while existing geometric regularizers primarily control the direction rather than the magnitude of trajectory deviations. We introdu