Cooper, 39, and Todd, 43, have signed a three-year deal with Warner Bros Pictures and their first project together will be 'Arms & the Dudes', reported Variety.
"Todd and Bradley have deep personal ties throughout the Studio and we couldn't be more pleased that they are combining their immense talents into what promises to be one formidable production company," said Warner Bros' Greg Silverman.
"The entire Warner Bros family is excited about the great movies we know will come from this collaboration of two highly successful and original filmmakers," he added.