Removing widgets from one page

Hello All,

I am testing the BuddyPress Social 1.3.4

Under BuddyPress Social Theme Options I have Global Privacy Setting enabled. However there are BuddyPress Member widgets that are still displayed when a guest is not logged in. How can I stop these from being displayed?