USA based Amex and Visa cards don't work. MasterCards however do work and I've used many of them (via Apple Pay) multiple times over the past few years. It's due to some standard that MasterCard mandates on all their U.S. cards that the others don't for some reason.
The Contactless thread under Credit Cards has discussed this in the past.