There is no specific term for the recipient of the secret Santa gift exchange, but as far as the gifting ritual goes, participants and/or recipients denote the people who receive the gifts (since everyone typically does). The recipients’ names are included on the gifts, but the gift givers’ names are not. The fun of guessing who gave a particular gift is where the fun comes in (source).