Hi Joe,
Even in infinity scroll it is not going to work. But i think this should be some work around. Any chance you can enable the Ajax page load again ? I will check and see if there is any possible way.
Also, please let me know the plugin you are using to make the load page via ajax. I will check with their support forum as well.
Thanks