Our latest work, From Imitation to Refinement is now available on arXiv! In this work, we take the lessons from Juicer, and show the limitations of imitation learning for tasks requiring precise control, and propose a simple-yet-effective way to finetune pre-trained diffusion models for such tasks using residual models.