You can be picked up, "stopped" anywhere in the US, the airport included. You will also have to "clear" customs if you return from an international trip. The clearance process will likely show the arrest warrants, what happens at that point is up to the authorities at the airport. My unsolicited suggestion is that you get them taken care of before embarking on any trip within the US or outside of it.
