Hi Olivier,
Im going to use the Gwangi dating demo as an example:
https://dating.gwangi-theme.com/members/
Kindly follow above link, scroll down to the bottom of the page and click the second pagination,
You will notice that when you click the pagination link, the page will refresh, but will not scroll to the top of the page.
See uploaded image,
Thanks