You can actively poison your ad profile by using AdNauseum, which clicks on all the ads and then throws away the response. The actual ads are still hidden using UBO under the hood.

You can also use AdGuard+Tailscale to get DNS blocking of all ads on all devices. Tailscale will let you block in app ads, even on your phone even when on the cell network.

I combine both to block as much as possible.