While it is never explicitly stated, there are several clues pointing to his last name being "Grayson".
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Pennyworth
Batman's real name is Bruce Wayne
In 2008, The Dark Knight was released featuring the late Heath Ledger as the Joker.
Rachel Dawes
He changes his name to Nightwing.