Yep, I just scrub in some barkeepers friend (cause I have it sitting around, I wouldn’t go out and get it just for this – just use dishsoap) and then let air dry. I Do it every 10-20 knives or so, really just to keep the dust/dirt down.
I do the same for the ceramics.