Livewire with Cache and Pagination

I have a table with posts and work here with Livewire and Pagination. I have tried to integrate caching using “use WithPagination;”. With caching, the pagination buttons no longer respond. If I enter ?page=2 in the address bar, it works. With the help of $page = $this->page ?: 1; it doesn't work either, because then "page" is not found. Does anyone have a tip for me?