I'll third that.
Thinking about it off the top of my head, when you add bicarb to a tank you increase KH which in turn increases the pH. Yeast based systems generally stop working as the alcohol byproduct eventually kills the yeast itself. I think the bicard helps reduce the effect of the alcohol and keeps the pH higher for longer.
I have used both with and without the bicarb and my tap water is very hard being 14 dGH and 10 dKH. Both ways I got a relatively good CO2 production and also the white fluffy stuff. The best way IMO to stop the white fluff getting into the tank is to have a second chamber/bubble counter then the fluff grows in that and not the tank.
Sam