It happened just before 11 p.m. at Broad and Chestnut streets.
Authorities say the suspects hit the officer in his head while he was on a motorcycle monitoring the crowds.
One suspect was wearing a DeVonta Smith jersey and the other was dressed in all black.
If you recognize them, you are asked to call or text Philadelphia police at 215-686-TIPS (8477).