In PAGE or SPREAD views (note highlighted icon below), you can move to a different page or pair of pages by clicking the Go to page link below the display, and selecting the page or pages you want to move to.
Example of the SPREAD view
Alternatively if you've clicked the ALL PAGES icon, just double-click on the desired page to expand it (see below).
Example of the ALL PAGES view