We thank the reviewers for taking the time to write these thorough reviews and their appreciation of BatchBALD as a

We address reviewer 1, 2 and 3 as R1, R2, R3. R1-(5): We use 25%, 75% quartiles for the shaded areas, see line 147 in the paper. R2 - Originality: Thank you for pointing us to additional relevant related work: we have added citations. We provide additional results on CINIC-10 (top figure, left). We use 50 MC dropout samples, acquisition size 10 and 6 trials.