I just wish I could make mine go away after I close the program! I'm good with it either way. But mine has been show in my task bar and my lock screen even after a reboot and force close.
What you have to do is press the arrow in the top right corner of the notification to expand it. Then press the X to close it. Youtube has always been this way, but I think more players are going in that direction. Hope this helps!