Are there keyboard shortcuts for navigation?

Yes there are.

Navigation: 

J - Go to next post
K - Go to previous post

While infinite scroll is disabled:

Right arrow key: Next page

 Left arrow key: Previous page

Actions:

L - Like
M - Reblog and publish immediately
N - Reblog to queue
B - Reblog to drafts