Response to Reviewer 1: 3

Neural Information Processing Systems 

We thank all reviewers for their comments and acknowledgeme nt of our contribution. Below we address each reviewer's comments separately. The reviewer raised a very good point. We will add this clarification in the revised version. Our gradient-based method is much more efficient but only finds a stationary point.

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