Cross-eyed is the least of my concerns on that first one. Yikes.
Interesting detail is that the set seems to span age 14 to maybe 30, but no older then that. Would it be harder to generate realistic aged faces because of the increase of details?
This is probably more a result of there being more images of young people in the training set