Below we address some major concerns

Neural Information Processing Systems 

We thank the reviewers for their constructive feedback. We will improve the presentation according to the suggestions. Below we address some major concerns. Q1 [R1]: Does this work generalize to non-Euclidean domains with arbitrary distance measures? Q2 [R1]: In terms of the name, the proposed work is more "geometric" than "topological".