When your Exile dies in the defender’s Shelter, the attack fails and you select the paid “Revival”, your Exile and your Horse return to your Shelter with all of your items and equipment.
In case you “Respawn” for free, you lose all your items, weapons, and armor. You won’t be able to collect them at the Shelter where your Exile died because it gets a protective shield after your raid.