If you sync your Google Drive to your hard-disk it’s possible to read your PDFs offline. That works for Windows, Mac, iOS, Android and with some caveats also on Linux.
We don’t have plans to add an offline mode for the Paperpile web-app. We have planned mobile apps though which will by default work offline.