Yes and no, let us explain.
You won’t be able to join a new Trivia Party live after the game has started, but if you have friends who started a Trivia live before the start of the game, they’ll be able to invite you so you can participate.
Note that you must participate in at least 5 questions in order to be able to receive the prize in case your team wins.