I see you’re using a caching plugin. Try turning it off for a while (and clearing the cache) to test if it has anything to do with the missing styling.
I’d need to catch the site in mid-malfunction to see what’s causing the missing styles, but it appears to work fine now (intermittent issues are most difficult to investigate).