WordPress pagination links with query args

I have set some arguments to the paginate_links function and managed to do pagination with query args instead of path, but on the first page it does not rewrite my arguments, it just keeps the current page: if i’m on page 3 the first page url will be ?page=3 instead of empty. I need to clear it or set it as ?page=1. I used the following code