It seems to be Black Magic.
Public Warning: I have read scientific reports that say that the wrong cap can muck up the whole deal.
On the other hand, which is where I sit, I have always been happy with the bypasses in the power supply that I have made. The old wet thumb estimate was to bypass a 100uF with a better 10uF bypassed with an even better 1uF... well, you get the picture. The rule was 10%. I have bypassed 220uF with 2.2uF Obbligato caps, then with a 0.1uF KK Teflon. There is no mathematical progression, neither linear nor the golden ratio. In any application, audio path or power supply, bypass is a parallel path, yes + to + and - to - of the existing capacitor.
P.S. Excellent East Tennessean there with "Them thar..."