You can do either Command-Left/right arrow or Command-Left/right bracket, but for some reason Command-bracket works more dependably, and is consistent with the Finder shortcuts. I bound Command-left/right bracket to the forward and back buttons on my MX510, it's awesome.
You usually have to click on blank space of the page itself first to use the arrows; I think the Command+brackets overrides the current focus within the application.