I don't see where Switched Mode Power Supplies make much sense for LEDs.
Their limited power draw would seem to indicate that a simple low pass filter with a hefty cap would be sufficient. A tiny transformer, embedded in epoxy, would be able to kick out the joules. If this power supply is properly configured to tolerate plenty of heat... you'd be good to go.
