Before revision:  We adopt an adversarial loss to learn the joint distribution of brain appearance  and clinical variables and define reconstruction losses that help preserve subject identity.
After revision:  We adopt an adversarial loss to learn the joint distribution of brain appearance and clinical variables and define reconstruction losses to address the challenging problem of preserving subject identity.