Subgoal Diffuser
Coarse-to-fine Subgoal Generation to Guide Model Predictive Control for Robot Manipulation
Zixuan Huang, Yating Lin, Fan Yang, Dmitry Berenson
Univerisity of Michigan, Ann Arbor
Zixuan Huang, Yating Lin, Fan Yang, Dmitry Berenson
Univerisity of Michigan, Ann Arbor
π MPC alone doesn't work well for long-horizon tasks.Β
It requires reference trajectories that are expensive to compute online
β A diffusion model that generates subgoals dynamically in a coarse-to-fine manner, trained by random play data
β A reachability-based strategy that determines appropriate temporal resolution, focusing on the challenging part of the task
β Β A system that integrates subgoal generation and MPC for robot manipulation.
Decision Diffuser [5]
Subgoal Diffuser