3D Point World Models: Point Completion Enables More Accurate Dynamics Learning
3DPWM is a task-agnostic 3D world model that operates entirely in 3D space by first completing partial point clouds and then learning action-conditioned dynamics. It addresses issues with existing models by ensuring geometric consistency for long rollouts, leading to more reliable planning and better sim-to-real transfer on manipulation tasks.