multimodal outputs is predicting the next frame in a video because there are many different things that can happen in the next time step there are many different frames that can appear in a sequence after the current image because there are so many different things that can happen traditional approaches for predicting the next video frame often become very blurry when they try to represent the distribution over the next frame using a single image many different possible next frame images are averaged together