I found this which I may try, not too expensive especially since I don't expect to use the polisher too often:
Snappy Clean Pad Cleaning Powder, foam pad cleaner, lake country pad cleaner, wool pad cleaner, citrus foam pad cleaner, polishing pad cleaner
At about $10/pad they are definitely...