In full screen mode (Premium versions only), the following keyboard shortcuts can be used:
Page Up / Down (Cmd + Up / Down on a Mac) - move to next/prev page
Arrow keys - pan around the current page of the PDF
Escape - exit full screen mode
From the Knowledgebase