I use Brave everywhere else, but the YouTube app on Apple TV leaves no clear options to avoid them unfortunately.
Use your tv as a desktop display then. Idk if it would work on apple TVs but i do it
Simplest option is to pay for Premium (it’s worth it for me as I use YouTube music) but goes against the grain..