How to use sidebar with the keyboard in Sublime Text 2 and 3?

You can type Ctrl+0 (Ctrl+Zero) to focus on the side bar.

Then you’ll be able to move selection among files with arrow keys and to open the selected file hitting Enter, without touching the mouse.