Many of the signers of the "Texas v. Pennsylvania" amicus brief objected to the certification of the 2020 Electoral College vote, but Bilirakis was absent due to contracting COVID-19. He may avoid repercussions that other objectors face, such as the suspension of political donations through a public and corporate pressure campaign due to the objectors' connection to the 2021 United States Capitol attack that day.