We are glad that the reviewers found

"motivation [...] very convincing and perfectly pitched to the reader" We believe that this will spur follow-up work benefitting both of these promising research directions. We have trained models on the ShapeNet "benches" class--please see qualitative We note that 2D results (Sec. Figure 1 of DeepSDF--see qualitative result in (c)--with no further fine-tuning or heuristics. We will add experiments and comparisons with further classes to the final manuscript. We will discuss DISN in-depth. We benchmark against this architecture (see submission Table 3, Figure 1).