I normally only access the site on my Mini and don't see ads since I'm a moderator, I rarely use Safari at all on my phone, except to test a web app I'm working on. 
Anyway, just spent a little while on the site with my iPhone 12 Pro Max (iOS 14.6). I was not logged in so I saw ads like any visitor. Spent about 3 minutes in the news section and didn't notice the phone warming up, battery was still showing 100% charge at that point. Then I spent about 9 minutes browsing through the forums with lots of scrolling, so lots of ads. None of them looked unusual, no big animations or anything. Phone was definitely feeling warm at that point and the battery dropped to 97%.
Now, I'm an admin at a regional website that currently runs Xenforo 2.25. Don't normally access that site on my phone either, but just spent 5 minutes browsing the forums there. Didn't login, just browsed as a visitor. Battery level did not change on my phone at all and I did not notice it getting warm. HOWEVER, this site does not have any ads.
Anyway, just spent a little while on the site with my iPhone 12 Pro Max (iOS 14.6). I was not logged in so I saw ads like any visitor. Spent about 3 minutes in the news section and didn't notice the phone warming up, battery was still showing 100% charge at that point. Then I spent about 9 minutes browsing through the forums with lots of scrolling, so lots of ads. None of them looked unusual, no big animations or anything. Phone was definitely feeling warm at that point and the battery dropped to 97%.
Now, I'm an admin at a regional website that currently runs Xenforo 2.25. Don't normally access that site on my phone either, but just spent 5 minutes browsing the forums there. Didn't login, just browsed as a visitor. Battery level did not change on my phone at all and I did not notice it getting warm. HOWEVER, this site does not have any ads.