Yes you can!
When looking at the cover or as you're reading the publication you want to download, click on the facing down arrow button. A message will pop saying, "Added to Downloads."
To access your downloaded publication, click on your avatar from your home screen then click on your downloads section.
To delete a publication from the download section, click on edit on the top right corner and click on the trash bin.