for low current use, dc/dc converters would be the way.
most audio guys hate those, though.
otoh, the tripath or class-d you have in mind is already digital and extra dc/dc noise isn't going to hurt
best way is to go with a center tapped trafo. ct goes to gnd and the 2 ends go to a bridge rect, which gives you the plus and minus rails.
you could also use 2 single ended FLOATING psu's and make a center tap; either at the ac level or at dc.
finally, you could use a diode trick to convert a single winding trafo output into dual rail dc output, but it adds twice the amount of hum (half wave config, iirc) and under current draw, the hum gets even worse.