Abstract
Robotic control systems that include a diffusion model configured by training on demonstration videos of tasks performed by humans, the diffusion model configured to transform a noise pattern and pose of an object manipulated in a task into a prediction of a next pose of the object in the task, and the system configured to generate an ending pose prediction for the task.