There isn't a right or wrong compound, as long as it's abrasive, but the most widely used one (for knives) is primarily chromium oxide or the "green stuff".

I found that heating up the leather and compound just a little makes it easier to apply evenly and you get less cake/build up in certain spots.

As for cleaning, I do exactly what HD said, hit it up with green scotchbrite pad.