I do. Just not flat flat. I prop myself up with two pillows and sleep in more of a sitting up position.
I was able to lay comfortably on my back like on the couch up until about 30 weeks. They say your not suppose to sleep laying flat in your back but you would wake up before it would harm you or baby. I'm 39 weeks and just quit waking up on my back a few weeks ago.....