Arthur earned an MFA from the University of Arkansas (1971-1973), where he worked closely with Miller Williams, and briefly studied with Maxine Kumin.
Arthur met his second wife, Cherry Owens, at Arkansas while they were both students there, she working on her doctorate, and he on his MFA.