Yes! It is possible to read offline while using the mobile app for smartphones and tablets. To read offline, add a title to your library while you have internet access (via Wi-Fi or mobile data). Once the title is in your library, you can read it while you're offline as well.
For a step-by-step guide on how to add a book to your library, please see here.