Reviewer # 1 2 > the computational complexity is not studied or evaluated so the practicality of this approach might look questionable

Neural Information Processing Systems 

We would like to thank the reviewers for their time and helpful comments. We will clarify/fix the paper as suggested. Thank you for pointing that out. Also, the Batch-RL setup is constrained by samples and not computational complexity. There was a tradeoff in writing and explaining the ideas while satisfying the page limit constraints.

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