The reviewers unanimously agree that the introduction of mutual information into the few-shot setting is a promising direction and of interest to the few-shot learning community. There are still some concerns about the effectiveness of the KL term as pointed out by R2 that should be addressed, and it would be good to make the paper as self-contained as possible, as suggested by R1.