Do mortal beings die in Valinor (the Undying Lands)?

It's a good question but I don't recall that the books answer it. Bilbo and Frodo went with the elves across the sea at the end of Lord of the Rings. If I remember correctly it was the only place they could be healed from the emotional wounds of being ring bearers. But I'm pretty sure that they remain mortal.