I would expect certain features of beauty to remain constant over time, like symmetric features--which is suppose to be indicative of normal development and hormone levels.

However, other features--what's considered attractive--I expect to change over time, especially if it's a secondary sexual characteristic used in preening. It'd be interesting to see it change over time.