From: NeurIPS.cc/2021/Workshop/DistShift/Program_Chairs
title: Paper Decision
decision: Accept (Poster)
comment: This paper proposes an ER-AML sibling that can work for continual learning where online batches only contain one new class which was not possible before. On an online CIFAR10 experiment they show how they improve compared to previous methods in the one-class incremental setting. The reviewers would appreciate a clearer exposition that also explains why ER-AML cannot work in the one-class incremental setting (see comment reviewer v667) and note that the novelty seems somewhat limited, as it appears from the current draft. Tldr; the paper would benefit a lot from highlighting the challenges and novelty compared to previous work.