Apple Pay: What should I do if my smartphone is stolen or lost?

You can access iCloud and use the app "Find My iPhone" to block or definitely delete the possibility to pay with this device with Apple Pay. This is guaranteed even if your device is off-line and not connected to a cellular network or a WIFI network.