From: NeurIPS.cc/2021/Workshop/DistShift/Program_Chairs
title: Paper Decision
decision: Accept (Poster)
comment: The paper studies an important problem and proposes a natural approach for flagging OOD samples. Reviewers have raised a number of important issues, ranging from potential instability in density estimates, ambiguity about the notion of uncertainty studied in the paper, and benchmarking. I strongly recommend incorporating the feedback and explicitly discussing the limitations of the work. Given that uncertainty quantification is a broad scope, there were numerous suggestions to either restrict the scope of the paper to particular OOD detection or provide evidence on general uncertainty quantification problems.