Yeah, they will definitely catch it...
If your lucky and they don't catch it outbound, coming back to the US, the CBP will catch it when they swipe your passport.
And as previously stated, there won't be any consideration for your child, you will be arrested on the spot (as you should be btw. Take care of your stuff before you fly to avoid surprises at the airport).