New answers tagged home-sharing
I got the same issue with iOS 8 and OS X Yosemite still. I fixed this by simply changing the computer name of my mac running iTunes! Go on your Mac to System Preferences -> Sharing and change the computer name. Now the iTunes Library appears properly with Home Sharing and also by the 4 digit code. Very strange, though.
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