comments and concerns, all of which we will incorporate into the next version of our work

Neural Information Processing Systems 

We thank the reviewers for their insightful feedback and encouraging words. Below, we address the reviewers' R1: Can you investigate the impact of robustly training the classifier on accuracy and certifiability? We will provide a more thorough investigation in the next revision. R2: How does your work compare with counterfactual and indirect fairness? R2: Can you extend your discussion of the framework from McNamara et al. [10]?