Yes, unfortunately this is a iphone/ipad behaviour, not the game reloading the web page.
What happens is, especially on older/weaker devices, safari will sometimes force reload the page when loading assets.
In the main menu settings, setting the Quality to Half or Third should make it happen less often!
Additionally some players have said that chrome might also run better than safari.