The best answer I've heard to this and your previous question was at a QandA with Dr. Daniel J. Levitin. His answer was to a question "Is there any music that can make everyone upset or unhappy?" His answer was that in all his research the only music that can make someone upset or unhappy, was music the listener didn't like. It's 100 percent listener preference. The same was true for music a person did like. Unfortunately, the only way we could find out if Beethoven, Chopin, or the Beatles like the music is to ask them. I'm sure we'll find both support and disdain from the music community on AI generated music. Time will tell if there is a major preference on either side.
Dr. Levitin has some really interesting research on music, but also has some great easier to read books for those of us without a neuroscience degree. My favorite is called this is your brain on music. The world in 6 songs was also a great read.