They are to balance the voltage across the caps. If they're omitted, the voltage drop across each cap could be different, and if things went out of whack could exceed the rating of one of the caps. They also drain your caps when the power is turned off. Very nice safety benefit for this type of circuit.
I think I know the technical reason why this can happen, but I'm not positive so I'll let someone else explain why.