We first address the common concerns raised

Neural Information Processing Systems 

We greatly appreciate the reviewers for taking a close look at the paper and the proofs, and giving a detailed feedback. We first address the common concerns raised. This is the same dependence that the previous method of Narasimhan (2018) incurs [26]. We'll definitely include this in the appendix. We'll include these details in the paper, along with an example.