Baude & Paulsen, the Federalist Society legal experts, explained in their article that a conviction is not only unnecessary, but that it is the duty of those in charge of state elections (often the state AG) to keep him off the ballot. It’s an interesting article that provides details. They researched this question for a year before completing the article.