This paper proposes to use a meta-learning tool for learning implicit shape representation to o better generalize across different shapes. Authors did a good job in the rebuttal which well answered most of reviewers’ concerns, leading that two reviewers raised their scores. For the final version, I would like to suggest authors to include experiments for ShapeNet things.