I think the main thing is "Does it make the sound better by leaving your cd player on ?"
Maybe u can try it out yourself ?
My personal opinion is "Its doen't matter".
I think maybe its will make a difference for amp but for cd player, I doubt so.
But for safety reason, its wise to shut down your electricity if away for days or weeks.