He is an Academy Award nominee for best direction for Arrival and a three-time winner of the Genie Award for Best Direction , for Maelström in 2001 , Polytechnique in 2010 '' Polytechnique sweeps Genie Awards '' .
Denis Villeneuve is an Academy Award nominee for his film Arrival .