Trump and Harris shook hands at the memorial site in New York City on Wednesday, Sept. 11. The two were formally introduced on the debate stage in Philadelphia the night before. President Joe Biden, Vice President Kamala Harris and former President Donald Trump made a rare appearance together as they marked the 23rd anniversary of the 9/11 terrorist attacks.