Do I add an acknowledgement upon initial submission? (to an anonymous review)
Personally, I only add acknowledgements after the paper no longer requires blinding. Acknowledgements add nothing for a review, and "Thanks to [blinded], supported by grant [blinded] from [blinded]" always seemed too silly to bother with.