Corzine is facing a tough re-election bid from GOP rival Chris Christie, a federal prosecutor during the Bush administration.
Hundreds of Democrats are attending the three-day event that kicked off Thursday night. The event includes panel discussions and tributes to party leaders.
Gore served as vice president under Bill Clinton and was the Democratic nominee for president in 2000. He has since focused on environmental activism.