They must have gone to New York.
They may have gone to New York.
They might have gone to New York.
They can’t have gone to New York.
They should have gone to New York.
They should not have gone to New York.
They need not have gone to New York.
They did not have to go to New York.
They had to go to New York.
They were to go to New York.