Perhaps with some tablets, but the iPad 2 and first gen shipped with an adapter (20W?) that didn’t allow that to happen, in my experience.

It was a 10W. I ran many system-intensive games and only remember battery drain when using a smaller power brick, but never ran Geekbench on loop to test that.