I can. Whether it is comfortable... is the other question. They hold relatively well as long as you don't pull the cable abruptly. That is, if you don't move around much in your sleep, it should be fine. But for me, in-ear headphones always hurt after a while. So it would certainly be a matter of getting used to them.