It is possible to change the results page permalink programmatically.
That however does not exactly work as you would want it. You probably need multiple mod_rewrite rules to handle different URLs to the same place. Unfortunately we are not available for custom jobs, I am sorry.
Well, you could also use the load more results feature with infinite scroll when displaying the live results. It will iterate through most of the results, when the user scrolls down automatically.