Anecdotal, but on the last few flights that I've taken. I was told that you can use them, but you can't charge them on the flight. This was inside the US, American Airlines, and United. I can't speak to the other airlines.

I believe the restriction is on charging devices out of sight (in luggage, seatback pockets etc).