12.04 - Installing the latest Docker version on Ubuntu 14.04

When I follow the official instructions for Ubuntu 14.04, I end up with docker 0.9.1. When I do it for Ubuntu 12.04 it correctly installs the latest version: 0.11.

How can I install 0.11 on Ubuntu 14.04?