It would be difficult, but perhaps not impossible. Though it would depend on the method used to erase our memories. The trouble comes with the fact that my knowledge comes primarily from the magical, rather than the... [What would the correct word be?] technological?

Though I must say it can be rather difficult to distinguish the two from time to time.