Reviews: Unsupervised Learning of Shape and Pose with Differentiable Point Clouds

Neural Information Processing Systems 

I maintain my original review and think the paper should be accepted. To get around the ambiguity of shape and pose, the authors propose to have an ensemble of pose predictors, which they distill post-training into a single model. I am inclined to accept the paper. The method is a solid solution to an interesting problem and the paper is well-written. In more detail: a) This is clearly a novel solution to an interesting but, so far, poorly explored problem.