Approximating Model Predictive Control Using Imitation Learning

Watch this video to see work showing that diffusion-based AMPC significantly outperforms L2-regression-based approximate MPC for multi-modal action distributions. In contrast to most prior research on IL, this work also focuses on running the diffusion-based controller at a higher rate and in joint space instead of end-effector space.