Since it is recommended to use cerium oxide in a water-based slurry, you could try mixing up a bit of that using distilled water and seeing if it goes moldy over time - though it's easy enough to mix, maybe storing it isn't necessary anyway. Aluminum oxide is OK for an intermediate stage, but in my experience it isn't fine enough for the final polish and will leave a slight cloudiness on the glass.