Duct tape. Cheap and easy, and holds up well for a while. When it wears out or starts falling off, just put more tape on! Tape the back side if you're worried about appearance. Maybe cut some plastic filler pieces from whatever you have laying around and tape them to the back of the wheel.
-soD
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