All your mounts are actually always behind you. You just don't see them because when you turn, they quickly sneak behind you again. That's how they always appear immediately when you summon. And that's why they could appear immediately 5 years into the future---because they were right behind the warriors of light all the time anyway, so they got sent to the future as well.

Beware. They are right behind you right this minute, too.