Welcome to the Adobe Express Community!!!
Could you give us additional details about the platform you were using and when you started experiencing this problem?
Also, have you tried signing out and back in using the same login method?
Moreover, I'd recommend you to test using the Adobe Express webapp in private or incognito mode to see if the deleted projects return.
Let us know about your observations.