The YouTube Kids app has a really nice interface, but there's no whitelist option unfortunately. I wish there was. It does let you block videos or channels individually, but you can imagine how much good that does on a site as big as YouTube.

As you say, it's also iOS/Android only. No PC option for kids at all.