You can hit them with a little baking soda and a toothbrush and then thoroughly rinse. The brushing is just to make sure to remove any residue that remains. I usually just break out my heat gun to dry things, but the oven works as well.
I typically just use rosin flux for soldering, no risk of corrosion after the fact. I clean it with 99% Isopropyl Alcohol.