Review for NeurIPS paper: Instance Based Approximations to Profile Maximum Likelihood

Neural Information Processing Systems 

This paper proposes new and substantial improvements to the algorithmic side of the PLM estimation problem. New theoretical tools are introduced and the analysis is refined and deep. The authors seem to have adequately addressed all of the concerns in the rebuttal.