You can still implement this by updating the URL dynamically as you pass the (invisible) page delimiter. I’ve seen infinite scrolling news sites implement this.
The question is, is this the best use of your time? Are you willing to invest more time in it when you give it to the user? Because the user will do something you haven't thought of, they will break it, and you will need to fix it.