So I'm wondering, has anyone ever removed the base from their 1cm Naniwa super stones? Is it safe to do?

I'm just wondering because I'm up to 4 super stones and those bases take up valuable space. I want to take them off but I'm afraid the stones might be kind of soft/fragile without them. Anyone tried it? I know people have 2cm stones without bases...