How much ice (duh, depends on how much it rains)
if less than , uhhhhh, 1/16" try sanding it with 30 grit sandpaper - Raise the friction coefficient.
Ideally, the tread of a step will slope away from the riser 2%. The rain falls and drains off before it freezes (most of the time).
Modification is cheap, but laborious, as it will require removing the treads and modifying or remounting the risers.
If you're handy with a plane, or have a table saw, this is a simple fix.