Hamiltonian JEPA: Action-Conditioned World Models with an Inherited Control State

Tamim Zoabi, Ameen Ali, Lior Wolf

Planning from pixels needs more than a latent space that is stable and predictable. The state the planner scores must also be organized by how actions move the system. Joint-embedd…