In future episodes, all characters--Julia, Barnabas, Elizabeth, etc.--refer to him as Eliot Stokes even though he currently goes by Timothy. I always felt that the writers had grown careless when they made the change. His full name is Timothy Eliot Stokes.
ProfStokes