Hi,
No it does not require an on-premise Active Directory, similar thread below with helpful answers:
https://techcommunity.microsoft.com/t5/windows-virtual-desktop/requirement-to-have-an-on-prem-ad/m-p/386816
(Please don't forget to accept helpful replies as answer)
Best regards,
Leon